FileBase DT1_rLS_20150718_288um_150718_140023 ElecNo 7 MinClusters 20 MaxClusters 21 MaxPossibleClusters 100 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111100001 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 help 0 Loaded 342263 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 342263 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18237 members Mstep: Class 2 contains 17896 members Mstep: Class 3 contains 18150 members Mstep: Class 4 contains 17817 members Mstep: Class 5 contains 18234 members Mstep: Class 6 contains 18293 members Mstep: Class 7 contains 18078 members Mstep: Class 8 contains 17922 members Mstep: Class 9 contains 17933 members Mstep: Class 10 contains 17968 members Mstep: Class 11 contains 17912 members Mstep: Class 12 contains 17954 members Mstep: Class 13 contains 17881 members Mstep: Class 14 contains 17819 members Mstep: Class 15 contains 17988 members Mstep: Class 16 contains 17910 members Mstep: Class 17 contains 18173 members Mstep: Class 18 contains 18101 members Mstep: Class 19 contains 17997 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 148.688248 but Gain 579.822266 Score: -7584270.000000 Penalty: 10436.791016 Iteration 0F: 19 clusters Score -7584270 nChanged 322595 Entering Unmasked Mstep Mstep: Class 0 contains 446 members Mstep: Class 1 contains 48989 members Mstep: Class 2 contains 15012 members Mstep: Class 3 contains 16741 members Mstep: Class 5 contains 14433 members Mstep: Class 6 contains 13112 members Mstep: Class 7 contains 17940 members Mstep: Class 8 contains 16925 members Mstep: Class 9 contains 17466 members Mstep: Class 10 contains 35420 members Mstep: Class 11 contains 22179 members Mstep: Class 12 contains 14067 members Mstep: Class 13 contains 13358 members Mstep: Class 14 contains 10823 members Mstep: Class 15 contains 33926 members Mstep: Class 16 contains 11303 members Mstep: Class 17 contains 14068 members Mstep: Class 18 contains 13381 members Mstep: Class 19 contains 12674 members Entering Unmasked Estep ConsiderDeletion Score: -8715502.000000 Penalty: 10436.791016 Iteration 1F: 19 clusters Score -8715502 nChanged 118953 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 62215 members Mstep: Class 2 contains 15776 members Mstep: Class 3 contains 11445 members Mstep: Class 5 contains 8537 members Mstep: Class 6 contains 7014 members Mstep: Class 7 contains 13704 members Mstep: Class 8 contains 25989 members Mstep: Class 9 contains 12932 members Mstep: Class 10 contains 36194 members Mstep: Class 11 contains 22363 members Mstep: Class 12 contains 20652 members Mstep: Class 13 contains 13302 members Mstep: Class 14 contains 8704 members Mstep: Class 15 contains 49928 members Mstep: Class 16 contains 5459 members Mstep: Class 17 contains 11119 members Mstep: Class 18 contains 6864 members Mstep: Class 19 contains 9866 members Entering Unmasked Estep ConsiderDeletion Score: -8935133.000000 Penalty: 10436.791016 Iteration 2F: 19 clusters Score -8935133 nChanged 73784 Entering Unmasked Mstep Mstep: Class 0 contains 147 members Mstep: Class 1 contains 72752 members Mstep: Class 2 contains 16806 members Mstep: Class 3 contains 7018 members Mstep: Class 5 contains 3783 members Mstep: Class 6 contains 4634 members Mstep: Class 7 contains 9614 members Mstep: Class 8 contains 34985 members Mstep: Class 9 contains 9048 members Mstep: Class 10 contains 32568 members Mstep: Class 11 contains 20615 members Mstep: Class 12 contains 25050 members Mstep: Class 13 contains 13594 members Mstep: Class 14 contains 6387 members Mstep: Class 15 contains 58506 members Mstep: Class 16 contains 2857 members Mstep: Class 17 contains 11323 members Mstep: Class 18 contains 4421 members Mstep: Class 19 contains 8155 members Entering Unmasked Estep ConsiderDeletion Score: -9051868.000000 Penalty: 10436.791016 Iteration 3F: 19 clusters Score -9051868 nChanged 52111 Entering Unmasked Mstep Mstep: Class 0 contains 130 members Mstep: Class 1 contains 86296 members Mstep: Class 2 contains 17513 members Mstep: Class 3 contains 4411 members Mstep: Class 5 contains 2217 members Mstep: Class 6 contains 2908 members Mstep: Class 7 contains 6125 members Mstep: Class 8 contains 39548 members Mstep: Class 9 contains 5944 members Mstep: Class 10 contains 26483 members Mstep: Class 11 contains 18204 members Mstep: Class 12 contains 26528 members Mstep: Class 13 contains 13025 members Mstep: Class 14 contains 4989 members Mstep: Class 15 contains 63838 members Mstep: Class 16 contains 1569 members Mstep: Class 17 contains 12236 members Mstep: Class 18 contains 3849 members Mstep: Class 19 contains 6450 members Entering Unmasked Estep ConsiderDeletion Score: -9115154.000000 Penalty: 10436.791016 Iteration 4F: 19 clusters Score -9115154 nChanged 38890 Entering Unmasked Mstep Mstep: Class 0 contains 72 members Mstep: Class 1 contains 99458 members Mstep: Class 2 contains 17583 members Mstep: Class 3 contains 2917 members Mstep: Class 5 contains 2069 members Mstep: Class 6 contains 1844 members Mstep: Class 7 contains 3960 members Mstep: Class 8 contains 41073 members Mstep: Class 9 contains 4089 members Mstep: Class 10 contains 20058 members Mstep: Class 11 contains 16924 members Mstep: Class 12 contains 26634 members Mstep: Class 13 contains 12051 members Mstep: Class 14 contains 4149 members Mstep: Class 15 contains 66213 members Mstep: Class 16 contains 859 members Mstep: Class 17 contains 13183 members Mstep: Class 18 contains 3740 members Mstep: Class 19 contains 5387 members Entering Unmasked Estep ConsiderDeletion Score: -9159239.000000 Penalty: 10436.791016 Iteration 5F: 19 clusters Score -9159239 nChanged 31704 Entering Unmasked Mstep Mstep: Class 0 contains 53 members Mstep: Class 1 contains 111628 members Mstep: Class 2 contains 17547 members Mstep: Class 3 contains 2186 members Mstep: Class 5 contains 2240 members Mstep: Class 6 contains 1544 members Mstep: Class 7 contains 2591 members Mstep: Class 8 contains 41453 members Mstep: Class 9 contains 2750 members Mstep: Class 10 contains 14373 members Mstep: Class 11 contains 16525 members Mstep: Class 12 contains 25800 members Mstep: Class 13 contains 10763 members Mstep: Class 14 contains 3482 members Mstep: Class 15 contains 66814 members Mstep: Class 16 contains 510 members Mstep: Class 17 contains 13893 members Mstep: Class 18 contains 3489 members Mstep: Class 19 contains 4622 members Entering Unmasked Estep ConsiderDeletion Score: -9192567.000000 Penalty: 10436.791016 Iteration 6F: 19 clusters Score -9192567 nChanged 26136 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 122022 members Mstep: Class 2 contains 17550 members Mstep: Class 3 contains 1871 members Mstep: Class 5 contains 2567 members Mstep: Class 6 contains 1615 members Mstep: Class 7 contains 1723 members Mstep: Class 8 contains 41128 members Mstep: Class 9 contains 1652 members Mstep: Class 10 contains 9960 members Mstep: Class 11 contains 17120 members Mstep: Class 12 contains 23805 members Mstep: Class 13 contains 9539 members Mstep: Class 14 contains 2885 members Mstep: Class 15 contains 66888 members Mstep: Class 16 contains 381 members Mstep: Class 17 contains 14351 members Mstep: Class 18 contains 3156 members Mstep: Class 19 contains 4007 members Entering Unmasked Estep ConsiderDeletion Score: -9215827.000000 Penalty: 10436.791016 Iteration 7F: 19 clusters Score -9215827 nChanged 20321 Entering Unmasked Mstep Mstep: Class 0 contains 40 members Mstep: Class 1 contains 130358 members Mstep: Class 2 contains 17660 members Mstep: Class 3 contains 1732 members Mstep: Class 5 contains 2847 members Mstep: Class 6 contains 1861 members Mstep: Class 7 contains 1119 members Mstep: Class 8 contains 40620 members Mstep: Class 9 contains 890 members Mstep: Class 10 contains 6963 members Mstep: Class 11 contains 17814 members Mstep: Class 12 contains 20917 members Mstep: Class 13 contains 8788 members Mstep: Class 14 contains 2486 members Mstep: Class 15 contains 66723 members Mstep: Class 16 contains 351 members Mstep: Class 17 contains 14661 members Mstep: Class 18 contains 2837 members Mstep: Class 19 contains 3596 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 373.704773 but Gain 579.821289 Score: -9231405.000000 Penalty: 9856.969727 Iteration 8F: 18 clusters Score -9231405 nChanged 15313 Entering Unmasked Mstep Mstep: Class 0 contains 34 members Mstep: Class 1 contains 137458 members Mstep: Class 2 contains 17874 members Mstep: Class 3 contains 1710 members Mstep: Class 5 contains 3061 members Mstep: Class 6 contains 2104 members Mstep: Class 7 contains 738 members Mstep: Class 8 contains 40196 members Mstep: Class 10 contains 5002 members Mstep: Class 11 contains 18162 members Mstep: Class 12 contains 17722 members Mstep: Class 13 contains 8421 members Mstep: Class 14 contains 2345 members Mstep: Class 15 contains 66105 members Mstep: Class 16 contains 367 members Mstep: Class 17 contains 14937 members Mstep: Class 18 contains 2591 members Mstep: Class 19 contains 3436 members Entering Unmasked Estep ConsiderDeletion Score: -9243811.000000 Penalty: 9856.969727 Iteration 9Q: 18 clusters Score -9243811 nChanged 11512 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 143213 members Mstep: Class 2 contains 18128 members Mstep: Class 3 contains 1841 members Mstep: Class 5 contains 3188 members Mstep: Class 6 contains 2410 members Mstep: Class 7 contains 510 members Mstep: Class 8 contains 39649 members Mstep: Class 10 contains 3661 members Mstep: Class 11 contains 18277 members Mstep: Class 12 contains 14393 members Mstep: Class 13 contains 8182 members Mstep: Class 14 contains 2462 members Mstep: Class 15 contains 64952 members Mstep: Class 16 contains 404 members Mstep: Class 17 contains 15143 members Mstep: Class 18 contains 2348 members Mstep: Class 19 contains 3472 members Entering Unmasked Estep ConsiderDeletion Score: -9251801.000000 Penalty: 9856.969727 Iteration 10Q: 18 clusters Score -9251801 nChanged 9458 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 148252 members Mstep: Class 2 contains 18254 members Mstep: Class 3 contains 1953 members Mstep: Class 5 contains 3252 members Mstep: Class 6 contains 2726 members Mstep: Class 7 contains 409 members Mstep: Class 8 contains 39194 members Mstep: Class 10 contains 2826 members Mstep: Class 11 contains 18247 members Mstep: Class 12 contains 11320 members Mstep: Class 13 contains 7987 members Mstep: Class 14 contains 2767 members Mstep: Class 15 contains 63604 members Mstep: Class 16 contains 451 members Mstep: Class 17 contains 15210 members Mstep: Class 18 contains 2200 members Mstep: Class 19 contains 3582 members Entering Unmasked Estep ConsiderDeletion Score: -9257180.000000 Penalty: 9856.969727 Iteration 11Q: 18 clusters Score -9257180 nChanged 7952 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 152754 members Mstep: Class 2 contains 18211 members Mstep: Class 3 contains 2027 members Mstep: Class 5 contains 3286 members Mstep: Class 6 contains 3021 members Mstep: Class 7 contains 382 members Mstep: Class 8 contains 38817 members Mstep: Class 10 contains 2427 members Mstep: Class 11 contains 18187 members Mstep: Class 12 contains 8626 members Mstep: Class 13 contains 7847 members Mstep: Class 14 contains 3112 members Mstep: Class 15 contains 62117 members Mstep: Class 16 contains 470 members Mstep: Class 17 contains 15223 members Mstep: Class 18 contains 2070 members Mstep: Class 19 contains 3658 members Entering Unmasked Estep ConsiderDeletion Score: -9261356.000000 Penalty: 9856.969727 Iteration 12Q: 18 clusters Score -9261356 nChanged 6774 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 156729 members Mstep: Class 2 contains 18046 members Mstep: Class 3 contains 2082 members Mstep: Class 5 contains 3286 members Mstep: Class 6 contains 3266 members Mstep: Class 7 contains 404 members Mstep: Class 8 contains 38544 members Mstep: Class 10 contains 2327 members Mstep: Class 11 contains 18099 members Mstep: Class 12 contains 6482 members Mstep: Class 13 contains 7738 members Mstep: Class 14 contains 3450 members Mstep: Class 15 contains 60460 members Mstep: Class 16 contains 482 members Mstep: Class 17 contains 15201 members Mstep: Class 18 contains 1926 members Mstep: Class 19 contains 3714 members Entering Unmasked Estep ConsiderDeletion Score: -9264680.000000 Penalty: 9856.969727 Iteration 13Q: 18 clusters Score -9264680 nChanged 6115 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 160384 members Mstep: Class 2 contains 17801 members Mstep: Class 3 contains 2133 members Mstep: Class 5 contains 3275 members Mstep: Class 6 contains 3486 members Mstep: Class 7 contains 434 members Mstep: Class 8 contains 38305 members Mstep: Class 10 contains 2314 members Mstep: Class 11 contains 18029 members Mstep: Class 12 contains 4837 members Mstep: Class 13 contains 7660 members Mstep: Class 14 contains 3792 members Mstep: Class 15 contains 58553 members Mstep: Class 16 contains 493 members Mstep: Class 17 contains 15149 members Mstep: Class 18 contains 1828 members Mstep: Class 19 contains 3764 members Entering Unmasked Estep ConsiderDeletion Score: -9267429.000000 Penalty: 9856.969727 Iteration 14Q: 18 clusters Score -9267429 nChanged 5467 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 163820 members Mstep: Class 2 contains 17550 members Mstep: Class 3 contains 2189 members Mstep: Class 5 contains 3217 members Mstep: Class 6 contains 3675 members Mstep: Class 7 contains 474 members Mstep: Class 8 contains 38111 members Mstep: Class 10 contains 2339 members Mstep: Class 11 contains 17973 members Mstep: Class 12 contains 3589 members Mstep: Class 13 contains 7602 members Mstep: Class 14 contains 4120 members Mstep: Class 15 contains 56443 members Mstep: Class 16 contains 496 members Mstep: Class 17 contains 15074 members Mstep: Class 18 contains 1761 members Mstep: Class 19 contains 3803 members Entering Unmasked Estep ConsiderDeletion Score: -9269744.000000 Penalty: 9856.969727 Iteration 15Q: 18 clusters Score -9269744 nChanged 4982 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 167045 members Mstep: Class 2 contains 17345 members Mstep: Class 3 contains 2237 members Mstep: Class 5 contains 3161 members Mstep: Class 6 contains 3846 members Mstep: Class 7 contains 532 members Mstep: Class 8 contains 37951 members Mstep: Class 10 contains 2330 members Mstep: Class 11 contains 17935 members Mstep: Class 12 contains 2717 members Mstep: Class 13 contains 7558 members Mstep: Class 14 contains 4387 members Mstep: Class 15 contains 54147 members Mstep: Class 16 contains 500 members Mstep: Class 17 contains 14986 members Mstep: Class 18 contains 1728 members Mstep: Class 19 contains 3832 members Entering Unmasked Estep ConsiderDeletion Score: -9271676.000000 Penalty: 9856.969727 Iteration 16Q: 18 clusters Score -9271676 nChanged 4662 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 170213 members Mstep: Class 2 contains 17170 members Mstep: Class 3 contains 2282 members Mstep: Class 5 contains 3070 members Mstep: Class 6 contains 4025 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 37826 members Mstep: Class 10 contains 2338 members Mstep: Class 11 contains 17897 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7521 members Mstep: Class 14 contains 4620 members Mstep: Class 15 contains 51638 members Mstep: Class 16 contains 502 members Mstep: Class 17 contains 14861 members Mstep: Class 18 contains 1716 members Mstep: Class 19 contains 3857 members Entering Unmasked Estep ConsiderDeletion Score: -9273277.000000 Penalty: 9856.969727 Iteration 17Q: 18 clusters Score -9273277 nChanged 4343 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 173300 members Mstep: Class 2 contains 17013 members Mstep: Class 3 contains 2322 members Mstep: Class 5 contains 2996 members Mstep: Class 6 contains 4179 members Mstep: Class 7 contains 637 members Mstep: Class 8 contains 37737 members Mstep: Class 10 contains 2341 members Mstep: Class 11 contains 17856 members Mstep: Class 12 contains 1699 members Mstep: Class 13 contains 7485 members Mstep: Class 14 contains 4833 members Mstep: Class 15 contains 49004 members Mstep: Class 16 contains 508 members Mstep: Class 17 contains 14737 members Mstep: Class 18 contains 1717 members Mstep: Class 19 contains 3873 members Entering Unmasked Estep ConsiderDeletion Score: -9274895.000000 Penalty: 9856.969727 Iteration 18Q: 18 clusters Score -9274895 nChanged 4098 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 176342 members Mstep: Class 2 contains 16872 members Mstep: Class 3 contains 2355 members Mstep: Class 5 contains 2916 members Mstep: Class 6 contains 4331 members Mstep: Class 7 contains 682 members Mstep: Class 8 contains 37682 members Mstep: Class 10 contains 2342 members Mstep: Class 11 contains 17830 members Mstep: Class 12 contains 1429 members Mstep: Class 13 contains 7443 members Mstep: Class 14 contains 5012 members Mstep: Class 15 contains 46275 members Mstep: Class 16 contains 511 members Mstep: Class 17 contains 14603 members Mstep: Class 18 contains 1729 members Mstep: Class 19 contains 3883 members Entering Unmasked Estep ConsiderDeletion Score: -9276177.000000 Penalty: 9856.969727 Iteration 19Q: 18 clusters Score -9276177 nChanged 3863 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 179318 members Mstep: Class 2 contains 16753 members Mstep: Class 3 contains 2392 members Mstep: Class 5 contains 2852 members Mstep: Class 6 contains 4486 members Mstep: Class 7 contains 720 members Mstep: Class 8 contains 37619 members Mstep: Class 10 contains 2343 members Mstep: Class 11 contains 17805 members Mstep: Class 12 contains 1255 members Mstep: Class 13 contains 7415 members Mstep: Class 14 contains 5159 members Mstep: Class 15 contains 43506 members Mstep: Class 16 contains 511 members Mstep: Class 17 contains 14469 members Mstep: Class 18 contains 1742 members Mstep: Class 19 contains 3892 members Entering Unmasked Estep ConsiderDeletion Score: -9278230.000000 Penalty: 9856.969727 Iteration 20F: 18 clusters Score -9278230 nChanged 4585 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 182284 members Mstep: Class 2 contains 16351 members Mstep: Class 3 contains 2476 members Mstep: Class 5 contains 2704 members Mstep: Class 6 contains 4885 members Mstep: Class 7 contains 855 members Mstep: Class 8 contains 37486 members Mstep: Class 10 contains 2407 members Mstep: Class 11 contains 17794 members Mstep: Class 12 contains 1139 members Mstep: Class 13 contains 7385 members Mstep: Class 14 contains 5597 members Mstep: Class 15 contains 40659 members Mstep: Class 16 contains 519 members Mstep: Class 17 contains 14107 members Mstep: Class 18 contains 1701 members Mstep: Class 19 contains 3890 members Entering Unmasked Estep ConsiderDeletion Score: -9280783.000000 Penalty: 9856.969727 Iteration 21Q: 18 clusters Score -9280783 nChanged 4694 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 185240 members Mstep: Class 2 contains 16004 members Mstep: Class 3 contains 2599 members Mstep: Class 5 contains 2541 members Mstep: Class 6 contains 5266 members Mstep: Class 7 contains 981 members Mstep: Class 8 contains 37380 members Mstep: Class 10 contains 2437 members Mstep: Class 11 contains 17794 members Mstep: Class 12 contains 1086 members Mstep: Class 13 contains 7355 members Mstep: Class 14 contains 5981 members Mstep: Class 15 contains 37783 members Mstep: Class 16 contains 536 members Mstep: Class 17 contains 13675 members Mstep: Class 18 contains 1684 members Mstep: Class 19 contains 3897 members Entering Unmasked Estep ConsiderDeletion Score: -9282981.000000 Penalty: 9856.969727 Iteration 22Q: 18 clusters Score -9282981 nChanged 4809 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 188252 members Mstep: Class 2 contains 15707 members Mstep: Class 3 contains 2781 members Mstep: Class 5 contains 2407 members Mstep: Class 6 contains 5642 members Mstep: Class 7 contains 1110 members Mstep: Class 8 contains 37263 members Mstep: Class 10 contains 2480 members Mstep: Class 11 contains 17795 members Mstep: Class 12 contains 1058 members Mstep: Class 13 contains 7323 members Mstep: Class 14 contains 6305 members Mstep: Class 15 contains 34793 members Mstep: Class 16 contains 550 members Mstep: Class 17 contains 13209 members Mstep: Class 18 contains 1663 members Mstep: Class 19 contains 3901 members Entering Unmasked Estep ConsiderDeletion Score: -9285317.000000 Penalty: 9856.969727 Iteration 23Q: 18 clusters Score -9285317 nChanged 4925 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 191414 members Mstep: Class 2 contains 15471 members Mstep: Class 3 contains 3010 members Mstep: Class 5 contains 2283 members Mstep: Class 6 contains 6001 members Mstep: Class 7 contains 1195 members Mstep: Class 8 contains 37133 members Mstep: Class 10 contains 2536 members Mstep: Class 11 contains 17790 members Mstep: Class 12 contains 1071 members Mstep: Class 13 contains 7273 members Mstep: Class 14 contains 6589 members Mstep: Class 15 contains 31668 members Mstep: Class 16 contains 567 members Mstep: Class 17 contains 12699 members Mstep: Class 18 contains 1638 members Mstep: Class 19 contains 3901 members Entering Unmasked Estep ConsiderDeletion Score: -9287708.000000 Penalty: 9856.969727 Iteration 24Q: 18 clusters Score -9287708 nChanged 4877 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 194473 members Mstep: Class 2 contains 15279 members Mstep: Class 3 contains 3296 members Mstep: Class 5 contains 2171 members Mstep: Class 6 contains 6386 members Mstep: Class 7 contains 1262 members Mstep: Class 8 contains 36946 members Mstep: Class 10 contains 2604 members Mstep: Class 11 contains 17801 members Mstep: Class 12 contains 1127 members Mstep: Class 13 contains 7222 members Mstep: Class 14 contains 6792 members Mstep: Class 15 contains 28637 members Mstep: Class 16 contains 583 members Mstep: Class 17 contains 12177 members Mstep: Class 18 contains 1584 members Mstep: Class 19 contains 3899 members Entering Unmasked Estep ConsiderDeletion Score: -9290448.000000 Penalty: 9856.969727 Iteration 25Q: 18 clusters Score -9290448 nChanged 4997 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 197528 members Mstep: Class 2 contains 15099 members Mstep: Class 3 contains 3629 members Mstep: Class 5 contains 2092 members Mstep: Class 6 contains 6771 members Mstep: Class 7 contains 1318 members Mstep: Class 8 contains 36736 members Mstep: Class 10 contains 2717 members Mstep: Class 11 contains 17812 members Mstep: Class 12 contains 1182 members Mstep: Class 13 contains 7179 members Mstep: Class 14 contains 6947 members Mstep: Class 15 contains 25572 members Mstep: Class 16 contains 605 members Mstep: Class 17 contains 11675 members Mstep: Class 18 contains 1477 members Mstep: Class 19 contains 3900 members Entering Unmasked Estep ConsiderDeletion Score: -9293934.000000 Penalty: 9856.969727 Iteration 26Q: 18 clusters Score -9293934 nChanged 4878 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 200577 members Mstep: Class 2 contains 14929 members Mstep: Class 3 contains 3951 members Mstep: Class 5 contains 2028 members Mstep: Class 6 contains 7125 members Mstep: Class 7 contains 1365 members Mstep: Class 8 contains 36541 members Mstep: Class 10 contains 2799 members Mstep: Class 11 contains 17823 members Mstep: Class 12 contains 1211 members Mstep: Class 13 contains 7147 members Mstep: Class 14 contains 7033 members Mstep: Class 15 contains 22554 members Mstep: Class 16 contains 626 members Mstep: Class 17 contains 11249 members Mstep: Class 18 contains 1386 members Mstep: Class 19 contains 3895 members Entering Unmasked Estep ConsiderDeletion Score: -9297925.000000 Penalty: 9856.969727 Iteration 27Q: 18 clusters Score -9297925 nChanged 4449 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 203536 members Mstep: Class 2 contains 14774 members Mstep: Class 3 contains 4098 members Mstep: Class 5 contains 1980 members Mstep: Class 6 contains 7674 members Mstep: Class 7 contains 1387 members Mstep: Class 8 contains 36200 members Mstep: Class 10 contains 2822 members Mstep: Class 11 contains 17832 members Mstep: Class 12 contains 1228 members Mstep: Class 13 contains 7115 members Mstep: Class 14 contains 7103 members Mstep: Class 15 contains 19641 members Mstep: Class 16 contains 654 members Mstep: Class 17 contains 10945 members Mstep: Class 18 contains 1363 members Mstep: Class 19 contains 3887 members Entering Unmasked Estep ConsiderDeletion Score: -9300749.000000 Penalty: 9856.969727 Iteration 28Q: 18 clusters Score -9300749 nChanged 4101 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 206441 members Mstep: Class 2 contains 14647 members Mstep: Class 3 contains 4150 members Mstep: Class 5 contains 1946 members Mstep: Class 6 contains 8198 members Mstep: Class 7 contains 1413 members Mstep: Class 8 contains 35834 members Mstep: Class 10 contains 2831 members Mstep: Class 11 contains 17844 members Mstep: Class 12 contains 1250 members Mstep: Class 13 contains 7085 members Mstep: Class 14 contains 7154 members Mstep: Class 15 contains 16755 members Mstep: Class 16 contains 676 members Mstep: Class 17 contains 10776 members Mstep: Class 18 contains 1359 members Mstep: Class 19 contains 3880 members Entering Unmasked Estep ConsiderDeletion Score: -9302756.000000 Penalty: 9856.969727 Iteration 29Q: 18 clusters Score -9302756 nChanged 3541 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 209215 members Mstep: Class 2 contains 14558 members Mstep: Class 3 contains 4171 members Mstep: Class 5 contains 1919 members Mstep: Class 6 contains 8572 members Mstep: Class 7 contains 1429 members Mstep: Class 8 contains 35592 members Mstep: Class 10 contains 2819 members Mstep: Class 11 contains 17842 members Mstep: Class 12 contains 1278 members Mstep: Class 13 contains 7063 members Mstep: Class 14 contains 7187 members Mstep: Class 15 contains 13996 members Mstep: Class 16 contains 680 members Mstep: Class 17 contains 10681 members Mstep: Class 18 contains 1363 members Mstep: Class 19 contains 3874 members Entering Unmasked Estep ConsiderDeletion Score: -9304419.000000 Penalty: 9856.969727 Iteration 30Q: 18 clusters Score -9304419 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 211753 members Mstep: Class 2 contains 14492 members Mstep: Class 3 contains 4191 members Mstep: Class 5 contains 1896 members Mstep: Class 6 contains 8819 members Mstep: Class 7 contains 1437 members Mstep: Class 8 contains 35425 members Mstep: Class 10 contains 2783 members Mstep: Class 11 contains 17845 members Mstep: Class 12 contains 1320 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 7211 members Mstep: Class 15 contains 11480 members Mstep: Class 16 contains 680 members Mstep: Class 17 contains 10610 members Mstep: Class 18 contains 1369 members Mstep: Class 19 contains 3875 members Entering Unmasked Estep ConsiderDeletion Score: -9306018.000000 Penalty: 9856.969727 Iteration 31Q: 18 clusters Score -9306018 nChanged 2796 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 214061 members Mstep: Class 2 contains 14445 members Mstep: Class 3 contains 4206 members Mstep: Class 5 contains 1873 members Mstep: Class 6 contains 9001 members Mstep: Class 7 contains 1444 members Mstep: Class 8 contains 35295 members Mstep: Class 10 contains 2737 members Mstep: Class 11 contains 17844 members Mstep: Class 12 contains 1354 members Mstep: Class 13 contains 7057 members Mstep: Class 14 contains 7236 members Mstep: Class 15 contains 9199 members Mstep: Class 16 contains 682 members Mstep: Class 17 contains 10563 members Mstep: Class 18 contains 1374 members Mstep: Class 19 contains 3869 members Entering Unmasked Estep ConsiderDeletion Score: -9307373.000000 Penalty: 9856.969727 Iteration 32Q: 18 clusters Score -9307373 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 216081 members Mstep: Class 2 contains 14412 members Mstep: Class 3 contains 4216 members Mstep: Class 5 contains 1860 members Mstep: Class 6 contains 9121 members Mstep: Class 7 contains 1452 members Mstep: Class 8 contains 35215 members Mstep: Class 10 contains 2706 members Mstep: Class 11 contains 17845 members Mstep: Class 12 contains 1371 members Mstep: Class 13 contains 7058 members Mstep: Class 14 contains 7248 members Mstep: Class 15 contains 7203 members Mstep: Class 16 contains 678 members Mstep: Class 17 contains 10539 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 3864 members Entering Unmasked Estep ConsiderDeletion Score: -9308663.000000 Penalty: 9856.969727 Iteration 33Q: 18 clusters Score -9308663 nChanged 1857 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 217675 members Mstep: Class 2 contains 14399 members Mstep: Class 3 contains 4228 members Mstep: Class 5 contains 1854 members Mstep: Class 6 contains 9201 members Mstep: Class 7 contains 1458 members Mstep: Class 8 contains 35147 members Mstep: Class 10 contains 2667 members Mstep: Class 11 contains 17846 members Mstep: Class 12 contains 1391 members Mstep: Class 13 contains 7060 members Mstep: Class 14 contains 7251 members Mstep: Class 15 contains 5633 members Mstep: Class 16 contains 675 members Mstep: Class 17 contains 10526 members Mstep: Class 18 contains 1370 members Mstep: Class 19 contains 3860 members Entering Unmasked Estep ConsiderDeletion Score: -9309676.000000 Penalty: 9856.969727 Iteration 34Q: 18 clusters Score -9309676 nChanged 1471 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 218941 members Mstep: Class 2 contains 14389 members Mstep: Class 3 contains 4236 members Mstep: Class 5 contains 1856 members Mstep: Class 6 contains 9263 members Mstep: Class 7 contains 1460 members Mstep: Class 8 contains 35099 members Mstep: Class 10 contains 2639 members Mstep: Class 11 contains 17846 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7056 members Mstep: Class 14 contains 7254 members Mstep: Class 15 contains 4387 members Mstep: Class 16 contains 672 members Mstep: Class 17 contains 10513 members Mstep: Class 18 contains 1366 members Mstep: Class 19 contains 3860 members Entering Unmasked Estep ConsiderDeletion Score: -9310386.000000 Penalty: 9856.969727 Iteration 35Q: 18 clusters Score -9310386 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 219877 members Mstep: Class 2 contains 14389 members Mstep: Class 3 contains 4237 members Mstep: Class 5 contains 1857 members Mstep: Class 6 contains 9292 members Mstep: Class 7 contains 1458 members Mstep: Class 8 contains 35074 members Mstep: Class 10 contains 2621 members Mstep: Class 11 contains 17848 members Mstep: Class 12 contains 1415 members Mstep: Class 13 contains 7055 members Mstep: Class 14 contains 7252 members Mstep: Class 15 contains 3463 members Mstep: Class 16 contains 672 members Mstep: Class 17 contains 10504 members Mstep: Class 18 contains 1370 members Mstep: Class 19 contains 3857 members Entering Unmasked Estep ConsiderDeletion Score: -9310937.000000 Penalty: 9856.969727 Iteration 36Q: 18 clusters Score -9310937 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 220600 members Mstep: Class 2 contains 14388 members Mstep: Class 3 contains 4237 members Mstep: Class 5 contains 1857 members Mstep: Class 6 contains 9310 members Mstep: Class 7 contains 1456 members Mstep: Class 8 contains 35063 members Mstep: Class 10 contains 2606 members Mstep: Class 11 contains 17850 members Mstep: Class 12 contains 1410 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 7249 members Mstep: Class 15 contains 2769 members Mstep: Class 16 contains 670 members Mstep: Class 17 contains 10494 members Mstep: Class 18 contains 1374 members Mstep: Class 19 contains 3855 members Entering Unmasked Estep ConsiderDeletion Score: -9311312.000000 Penalty: 9856.969727 Iteration 37Q: 18 clusters Score -9311312 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221139 members Mstep: Class 2 contains 14387 members Mstep: Class 3 contains 4237 members Mstep: Class 5 contains 1861 members Mstep: Class 6 contains 9321 members Mstep: Class 7 contains 1455 members Mstep: Class 8 contains 35053 members Mstep: Class 10 contains 2590 members Mstep: Class 11 contains 17848 members Mstep: Class 12 contains 1408 members Mstep: Class 13 contains 7054 members Mstep: Class 14 contains 7248 members Mstep: Class 15 contains 2251 members Mstep: Class 16 contains 669 members Mstep: Class 17 contains 10490 members Mstep: Class 18 contains 1375 members Mstep: Class 19 contains 3855 members Entering Unmasked Estep ConsiderDeletion Score: -9311668.000000 Penalty: 9856.969727 Iteration 38Q: 18 clusters Score -9311668 nChanged 477 Entering ConstructFrom: Score: -9311668.000000 Penalty: 9856.969727 Entering ConstructFrom: Trying to split cluster 1 (221525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221525 members Entering Unmasked Estep Score: -6402608.500000 Penalty: 560.027222 Iteration 0F: 2 clusters Score -6402608 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110573 members Mstep: Class 2 contains 110952 members Entering Unmasked Estep Score: -6252078.500000 Penalty: 1120.054443 Iteration 0F: 3 clusters Score -6252078 nChanged 109122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105389 members Mstep: Class 2 contains 116136 members Entering Unmasked Estep Score: -6322094.000000 Penalty: 1120.054443 Iteration 1F: 3 clusters Score -6322094 nChanged 12100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101375 members Mstep: Class 2 contains 120150 members Entering Unmasked Estep Score: -6328279.000000 Penalty: 1120.054443 Iteration 2F: 3 clusters Score -6328279 nChanged 14765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95522 members Mstep: Class 2 contains 126003 members Entering Unmasked Estep Score: -6338062.000000 Penalty: 1120.054443 Iteration 3F: 3 clusters Score -6338062 nChanged 16737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88617 members Mstep: Class 2 contains 132908 members Entering Unmasked Estep Score: -6351042.000000 Penalty: 1120.054443 Iteration 4F: 3 clusters Score -6351042 nChanged 15996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82779 members Mstep: Class 2 contains 138746 members Entering Unmasked Estep Score: -6363445.000000 Penalty: 1120.054443 Iteration 5F: 3 clusters Score -6363445 nChanged 12506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78875 members Mstep: Class 2 contains 142650 members Entering Unmasked Estep Score: -6370658.500000 Penalty: 1120.054443 Iteration 6F: 3 clusters Score -6370658 nChanged 7927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75982 members Mstep: Class 2 contains 145543 members Entering Unmasked Estep Score: -6373604.500000 Penalty: 1120.054443 Iteration 7Q: 3 clusters Score -6373604 nChanged 4901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73367 members Mstep: Class 2 contains 148158 members Entering Unmasked Estep Score: -6375060.000000 Penalty: 1120.054443 Iteration 8Q: 3 clusters Score -6375060 nChanged 3694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70775 members Mstep: Class 2 contains 150750 members Entering Unmasked Estep Score: -6376276.000000 Penalty: 1120.054443 Iteration 9Q: 3 clusters Score -6376276 nChanged 3410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68261 members Mstep: Class 2 contains 153264 members Entering Unmasked Estep Score: -6377498.000000 Penalty: 1120.054443 Iteration 10Q: 3 clusters Score -6377498 nChanged 3345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65720 members Mstep: Class 2 contains 155805 members Entering Unmasked Estep Score: -6378641.000000 Penalty: 1120.054443 Iteration 11Q: 3 clusters Score -6378641 nChanged 3350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63222 members Mstep: Class 2 contains 158303 members Entering Unmasked Estep Score: -6379911.000000 Penalty: 1120.054443 Iteration 12Q: 3 clusters Score -6379911 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60796 members Mstep: Class 2 contains 160729 members Entering Unmasked Estep Score: -6381104.500000 Penalty: 1120.054443 Iteration 13Q: 3 clusters Score -6381104 nChanged 3211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58417 members Mstep: Class 2 contains 163108 members Entering Unmasked Estep Score: -6382450.500000 Penalty: 1120.054443 Iteration 14Q: 3 clusters Score -6382450 nChanged 3029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56190 members Mstep: Class 2 contains 165335 members Entering Unmasked Estep Score: -6383496.500000 Penalty: 1120.054443 Iteration 15Q: 3 clusters Score -6383496 nChanged 2793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54135 members Mstep: Class 2 contains 167390 members Entering Unmasked Estep Score: -6384533.500000 Penalty: 1120.054443 Iteration 16Q: 3 clusters Score -6384534 nChanged 2617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52252 members Mstep: Class 2 contains 169273 members Entering Unmasked Estep Score: -6385402.000000 Penalty: 1120.054443 Iteration 17Q: 3 clusters Score -6385402 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50472 members Mstep: Class 2 contains 171053 members Entering Unmasked Estep Score: -6386119.000000 Penalty: 1120.054443 Iteration 18Q: 3 clusters Score -6386119 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48813 members Mstep: Class 2 contains 172712 members Entering Unmasked Estep Score: -6386848.500000 Penalty: 1120.054443 Iteration 19Q: 3 clusters Score -6386848 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47240 members Mstep: Class 2 contains 174285 members Entering Unmasked Estep Score: -6387431.500000 Penalty: 1120.054443 Iteration 20F: 3 clusters Score -6387432 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45666 members Mstep: Class 2 contains 175859 members Entering Unmasked Estep Score: -6387979.000000 Penalty: 1120.054443 Iteration 21Q: 3 clusters Score -6387979 nChanged 1861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44151 members Mstep: Class 2 contains 177374 members Entering Unmasked Estep Score: -6388445.000000 Penalty: 1120.054443 Iteration 22Q: 3 clusters Score -6388445 nChanged 1708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42693 members Mstep: Class 2 contains 178832 members Entering Unmasked Estep Score: -6388810.000000 Penalty: 1120.054443 Iteration 23Q: 3 clusters Score -6388810 nChanged 1590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41245 members Mstep: Class 2 contains 180280 members Entering Unmasked Estep Score: -6389140.000000 Penalty: 1120.054443 Iteration 24Q: 3 clusters Score -6389140 nChanged 1533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39798 members Mstep: Class 2 contains 181727 members Entering Unmasked Estep Score: -6389443.500000 Penalty: 1120.054443 Iteration 25Q: 3 clusters Score -6389444 nChanged 1548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38292 members Mstep: Class 2 contains 183233 members Entering Unmasked Estep Score: -6389827.000000 Penalty: 1120.054443 Iteration 26Q: 3 clusters Score -6389827 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36649 members Mstep: Class 2 contains 184876 members Entering Unmasked Estep Score: -6390200.000000 Penalty: 1120.054443 Iteration 27Q: 3 clusters Score -6390200 nChanged 1657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35002 members Mstep: Class 2 contains 186523 members Entering Unmasked Estep Score: -6390526.000000 Penalty: 1120.054443 Iteration 28Q: 3 clusters Score -6390526 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33306 members Mstep: Class 2 contains 188219 members Entering Unmasked Estep Score: -6390929.500000 Penalty: 1120.054443 Iteration 29Q: 3 clusters Score -6390930 nChanged 1714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31592 members Mstep: Class 2 contains 189933 members Entering Unmasked Estep Score: -6391353.500000 Penalty: 1120.054443 Iteration 30Q: 3 clusters Score -6391354 nChanged 1781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29811 members Mstep: Class 2 contains 191714 members Entering Unmasked Estep Score: -6391764.500000 Penalty: 1120.054443 Iteration 31Q: 3 clusters Score -6391764 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27990 members Mstep: Class 2 contains 193535 members Entering Unmasked Estep Score: -6392203.500000 Penalty: 1120.054443 Iteration 32Q: 3 clusters Score -6392204 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26099 members Mstep: Class 2 contains 195426 members Entering Unmasked Estep Score: -6392761.500000 Penalty: 1120.054443 Iteration 33Q: 3 clusters Score -6392762 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24147 members Mstep: Class 2 contains 197378 members Entering Unmasked Estep Score: -6393350.000000 Penalty: 1120.054443 Iteration 34Q: 3 clusters Score -6393350 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22176 members Mstep: Class 2 contains 199349 members Entering Unmasked Estep Score: -6394002.000000 Penalty: 1120.054443 Iteration 35Q: 3 clusters Score -6394002 nChanged 2066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20110 members Mstep: Class 2 contains 201415 members Entering Unmasked Estep Score: -6394745.500000 Penalty: 1120.054443 Iteration 36Q: 3 clusters Score -6394746 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18050 members Mstep: Class 2 contains 203475 members Entering Unmasked Estep Score: -6395572.000000 Penalty: 1120.054443 Iteration 37Q: 3 clusters Score -6395572 nChanged 2039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16013 members Mstep: Class 2 contains 205512 members Entering Unmasked Estep Score: -6396355.000000 Penalty: 1120.054443 Iteration 38Q: 3 clusters Score -6396355 nChanged 1969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14044 members Mstep: Class 2 contains 207481 members Entering Unmasked Estep Score: -6397227.500000 Penalty: 1120.054443 Iteration 39Q: 3 clusters Score -6397228 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 209357 members Entering Unmasked Estep Score: -6398128.000000 Penalty: 1120.054443 Iteration 40F: 3 clusters Score -6398128 nChanged 1715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 211070 members Entering Unmasked Estep Score: -6398919.500000 Penalty: 1120.054443 Iteration 41Q: 3 clusters Score -6398920 nChanged 1607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8850 members Mstep: Class 2 contains 212675 members Entering Unmasked Estep Score: -6399671.500000 Penalty: 1120.054443 Iteration 42Q: 3 clusters Score -6399672 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7529 members Mstep: Class 2 contains 213996 members Entering Unmasked Estep Score: -6400273.000000 Penalty: 1120.054443 Iteration 43Q: 3 clusters Score -6400273 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6438 members Mstep: Class 2 contains 215087 members Entering Unmasked Estep Score: -6400775.500000 Penalty: 1120.054443 Iteration 44Q: 3 clusters Score -6400776 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5519 members Mstep: Class 2 contains 216006 members Entering Unmasked Estep Score: -6401135.500000 Penalty: 1120.054443 Iteration 45Q: 3 clusters Score -6401136 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 216755 members Entering Unmasked Estep Score: -6401421.000000 Penalty: 1120.054443 Iteration 46Q: 3 clusters Score -6401421 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 217405 members Entering Unmasked Estep Score: -6401693.000000 Penalty: 1120.054443 Iteration 47Q: 3 clusters Score -6401693 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 217951 members Entering Unmasked Estep Score: -6401908.000000 Penalty: 1120.054443 Iteration 48Q: 3 clusters Score -6401908 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 218381 members Entering Unmasked Estep Score: -6402051.500000 Penalty: 1120.054443 Iteration 49Q: 3 clusters Score -6402052 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 218742 members Entering Unmasked Estep Score: -6402186.000000 Penalty: 1120.054443 Iteration 50Q: 3 clusters Score -6402186 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 219010 members Entering Unmasked Estep Score: -6402226.500000 Penalty: 1120.054443 Iteration 51Q: 3 clusters Score -6402226 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 219239 members Entering Unmasked Estep Score: -6402297.000000 Penalty: 1120.054443 Iteration 52Q: 3 clusters Score -6402297 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 219411 members Entering Unmasked Estep Score: -6402349.000000 Penalty: 1120.054443 Iteration 53Q: 3 clusters Score -6402349 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 219563 members Entering Unmasked Estep Score: -6402389.000000 Penalty: 1120.054443 Iteration 54Q: 3 clusters Score -6402389 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 219678 members Entering Unmasked Estep Score: -6402384.500000 Penalty: 1120.054443 Iteration 55Q: 3 clusters Score -6402384 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 219758 members Entering Unmasked Estep Score: -6402418.500000 Penalty: 1120.054443 Iteration 56Q: 3 clusters Score -6402418 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 219815 members Entering Unmasked Estep Score: -6402435.500000 Penalty: 1120.054443 Iteration 57Q: 3 clusters Score -6402436 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 219863 members Entering Unmasked Estep Score: -6402425.500000 Penalty: 1120.054443 Iteration 58Q: 3 clusters Score -6402426 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 219897 members Entering Unmasked Estep Score: -6402448.500000 Penalty: 1120.054443 Iteration 59Q: 3 clusters Score -6402448 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 219924 members Entering Unmasked Estep Score: -6402452.500000 Penalty: 1120.054443 Iteration 60F: 3 clusters Score -6402452 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 219953 members Entering Unmasked Estep Score: -6402462.000000 Penalty: 1120.054443 Iteration 61Q: 3 clusters Score -6402462 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 219986 members Entering Unmasked Estep Score: -6402456.500000 Penalty: 1120.054443 Iteration 62Q: 3 clusters Score -6402456 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 220018 members Entering Unmasked Estep Score: -6402476.500000 Penalty: 1120.054443 Iteration 63Q: 3 clusters Score -6402476 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 220048 members Entering Unmasked Estep Score: -6402480.500000 Penalty: 1120.054443 Iteration 64Q: 3 clusters Score -6402480 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 220070 members Entering Unmasked Estep Score: -6402490.000000 Penalty: 1120.054443 Iteration 65Q: 3 clusters Score -6402490 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 220092 members Entering Unmasked Estep Score: -6402507.000000 Penalty: 1120.054443 Iteration 66Q: 3 clusters Score -6402507 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 220111 members Entering Unmasked Estep Score: -6402508.000000 Penalty: 1120.054443 Iteration 67Q: 3 clusters Score -6402508 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 220125 members Entering Unmasked Estep Score: -6402504.500000 Penalty: 1120.054443 Iteration 68Q: 3 clusters Score -6402504 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 220137 members Entering Unmasked Estep Score: -6402506.500000 Penalty: 1120.054443 Iteration 69Q: 3 clusters Score -6402506 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 220147 members Entering Unmasked Estep Score: -6402507.500000 Penalty: 1120.054443 Iteration 70Q: 3 clusters Score -6402508 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 220154 members Entering Unmasked Estep Score: -6402501.000000 Penalty: 1120.054443 Iteration 71Q: 3 clusters Score -6402501 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 220162 members Entering Unmasked Estep Score: -6402503.000000 Penalty: 1120.054443 Iteration 72Q: 3 clusters Score -6402503 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 220171 members Entering Unmasked Estep Score: -6402510.000000 Penalty: 1120.054443 Iteration 73Q: 3 clusters Score -6402510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 220174 members Entering Unmasked Estep Score: -6402507.000000 Penalty: 1120.054443 Iteration 74Q: 3 clusters Score -6402507 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 220174 members Entering Unmasked Estep Score: -6402507.000000 Penalty: 1120.054443 Iteration 75F: 3 clusters Score -6402507 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (14386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14386 members Entering Unmasked Estep Score: -429709.250000 Penalty: 435.617493 Iteration 0F: 2 clusters Score -429709.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -420159.718750 Penalty: 871.234985 Iteration 0F: 3 clusters Score -420159.7 nChanged 6811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6194 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -424378.500000 Penalty: 871.234985 Iteration 1F: 3 clusters Score -424378.5 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 8790 members Entering Unmasked Estep Score: -425309.250000 Penalty: 871.234985 Iteration 2F: 3 clusters Score -425309.2 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 9545 members Entering Unmasked Estep Score: -426374.093750 Penalty: 871.234985 Iteration 3F: 3 clusters Score -426374.1 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -427361.031250 Penalty: 871.234985 Iteration 4F: 3 clusters Score -427361 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -428126.781250 Penalty: 871.234985 Iteration 5F: 3 clusters Score -428126.8 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 11321 members Entering Unmasked Estep Score: -428576.156250 Penalty: 871.234985 Iteration 6Q: 3 clusters Score -428576.2 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 11629 members Entering Unmasked Estep Score: -428831.843750 Penalty: 871.234985 Iteration 7Q: 3 clusters Score -428831.8 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2501 members Mstep: Class 2 contains 11885 members Entering Unmasked Estep Score: -429010.531250 Penalty: 871.234985 Iteration 8Q: 3 clusters Score -429010.5 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 12097 members Entering Unmasked Estep Score: -429140.718750 Penalty: 871.234985 Iteration 9Q: 3 clusters Score -429140.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 12287 members Entering Unmasked Estep Score: -429243.656250 Penalty: 871.234985 Iteration 10Q: 3 clusters Score -429243.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 12450 members Entering Unmasked Estep Score: -429327.906250 Penalty: 871.234985 Iteration 11Q: 3 clusters Score -429327.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 12590 members Entering Unmasked Estep Score: -429389.312500 Penalty: 871.234985 Iteration 12Q: 3 clusters Score -429389.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 12706 members Entering Unmasked Estep Score: -429431.593750 Penalty: 871.234985 Iteration 13Q: 3 clusters Score -429431.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 12806 members Entering Unmasked Estep Score: -429469.343750 Penalty: 871.234985 Iteration 14Q: 3 clusters Score -429469.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -429509.281250 Penalty: 871.234985 Iteration 15Q: 3 clusters Score -429509.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 13002 members Entering Unmasked Estep Score: -429547.468750 Penalty: 871.234985 Iteration 16Q: 3 clusters Score -429547.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 13077 members Entering Unmasked Estep Score: -429570.218750 Penalty: 871.234985 Iteration 17Q: 3 clusters Score -429570.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 13143 members Entering Unmasked Estep Score: -429591.937500 Penalty: 871.234985 Iteration 18Q: 3 clusters Score -429591.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -429613.500000 Penalty: 871.234985 Iteration 19Q: 3 clusters Score -429613.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 13261 members Entering Unmasked Estep Score: -429630.531250 Penalty: 871.234985 Iteration 20F: 3 clusters Score -429630.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 13303 members Entering Unmasked Estep Score: -429643.500000 Penalty: 871.234985 Iteration 21Q: 3 clusters Score -429643.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -429649.312500 Penalty: 871.234985 Iteration 22Q: 3 clusters Score -429649.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 13357 members Entering Unmasked Estep Score: -429652.343750 Penalty: 871.234985 Iteration 23Q: 3 clusters Score -429652.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 13375 members Entering Unmasked Estep Score: -429655.875000 Penalty: 871.234985 Iteration 24Q: 3 clusters Score -429655.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -429657.625000 Penalty: 871.234985 Iteration 25Q: 3 clusters Score -429657.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 13406 members Entering Unmasked Estep Score: -429659.468750 Penalty: 871.234985 Iteration 26Q: 3 clusters Score -429659.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 13422 members Entering Unmasked Estep Score: -429661.937500 Penalty: 871.234985 Iteration 27Q: 3 clusters Score -429661.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -429665.062500 Penalty: 871.234985 Iteration 28Q: 3 clusters Score -429665.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 13450 members Entering Unmasked Estep Score: -429665.312500 Penalty: 871.234985 Iteration 29Q: 3 clusters Score -429665.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 13463 members Entering Unmasked Estep Score: -429666.218750 Penalty: 871.234985 Iteration 30Q: 3 clusters Score -429666.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 13473 members Entering Unmasked Estep Score: -429667.437500 Penalty: 871.234985 Iteration 31Q: 3 clusters Score -429667.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 13482 members Entering Unmasked Estep Score: -429669.218750 Penalty: 871.234985 Iteration 32Q: 3 clusters Score -429669.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 13488 members Entering Unmasked Estep Score: -429670.406250 Penalty: 871.234985 Iteration 33Q: 3 clusters Score -429670.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -429670.375000 Penalty: 871.234985 Iteration 34Q: 3 clusters Score -429670.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 13503 members Entering Unmasked Estep Score: -429669.593750 Penalty: 871.234985 Iteration 35Q: 3 clusters Score -429669.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 13509 members Entering Unmasked Estep Score: -429670.843750 Penalty: 871.234985 Iteration 36Q: 3 clusters Score -429670.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -429670.843750 Penalty: 871.234985 Iteration 37Q: 3 clusters Score -429670.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 13511 members Entering Unmasked Estep Score: -429670.843750 Penalty: 871.234985 Iteration 38Q: 3 clusters Score -429670.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 13514 members Entering Unmasked Estep Score: -429671.343750 Penalty: 871.234985 Iteration 39Q: 3 clusters Score -429671.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 13517 members Entering Unmasked Estep Score: -429672.875000 Penalty: 871.234985 Iteration 40F: 3 clusters Score -429672.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 13521 members Entering Unmasked Estep Score: -429675.437500 Penalty: 871.234985 Iteration 41Q: 3 clusters Score -429675.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -429676.875000 Penalty: 871.234985 Iteration 42Q: 3 clusters Score -429676.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 13533 members Entering Unmasked Estep Score: -429677.375000 Penalty: 871.234985 Iteration 43Q: 3 clusters Score -429677.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -429677.218750 Penalty: 871.234985 Iteration 44Q: 3 clusters Score -429677.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 13539 members Entering Unmasked Estep Score: -429676.750000 Penalty: 871.234985 Iteration 45Q: 3 clusters Score -429676.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 13543 members Entering Unmasked Estep Score: -429677.750000 Penalty: 871.234985 Iteration 46Q: 3 clusters Score -429677.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 13545 members Entering Unmasked Estep Score: -429677.718750 Penalty: 871.234985 Iteration 47Q: 3 clusters Score -429677.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 13546 members Entering Unmasked Estep Score: -429678.062500 Penalty: 871.234985 Iteration 48Q: 3 clusters Score -429678.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 13547 members Entering Unmasked Estep Score: -429677.875000 Penalty: 871.234985 Iteration 49Q: 3 clusters Score -429677.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 13548 members Entering Unmasked Estep Score: -429678.312500 Penalty: 871.234985 Iteration 50Q: 3 clusters Score -429678.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 13548 members Entering Unmasked Estep Score: -429678.312500 Penalty: 871.234985 Iteration 51F: 3 clusters Score -429678.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4237 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Entering Unmasked Estep Score: -127666.015625 Penalty: 379.998322 Iteration 0F: 2 clusters Score -127666 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -124788.632812 Penalty: 759.996643 Iteration 0F: 3 clusters Score -124788.6 nChanged 1911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -125907.148438 Penalty: 759.996643 Iteration 1F: 3 clusters Score -125907.1 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2344 members Entering Unmasked Estep Score: -126117.765625 Penalty: 759.996643 Iteration 2F: 3 clusters Score -126117.8 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -126305.671875 Penalty: 759.996643 Iteration 3F: 3 clusters Score -126305.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -126460.265625 Penalty: 759.996643 Iteration 4F: 3 clusters Score -126460.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -126613.328125 Penalty: 759.996643 Iteration 5F: 3 clusters Score -126613.3 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -126754.046875 Penalty: 759.996643 Iteration 6F: 3 clusters Score -126754 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -126870.843750 Penalty: 759.996643 Iteration 7Q: 3 clusters Score -126870.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -126971.375000 Penalty: 759.996643 Iteration 8Q: 3 clusters Score -126971.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -127053.929688 Penalty: 759.996643 Iteration 9Q: 3 clusters Score -127053.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -127109.945312 Penalty: 759.996643 Iteration 10Q: 3 clusters Score -127109.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -127157.867188 Penalty: 759.996643 Iteration 11Q: 3 clusters Score -127157.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -127200.945312 Penalty: 759.996643 Iteration 12Q: 3 clusters Score -127200.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -127233.546875 Penalty: 759.996643 Iteration 13Q: 3 clusters Score -127233.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -127257.125000 Penalty: 759.996643 Iteration 14Q: 3 clusters Score -127257.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -127279.335938 Penalty: 759.996643 Iteration 15Q: 3 clusters Score -127279.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -127296.859375 Penalty: 759.996643 Iteration 16Q: 3 clusters Score -127296.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -127312.148438 Penalty: 759.996643 Iteration 17Q: 3 clusters Score -127312.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 3425 members Entering Unmasked Estep Score: -127332.437500 Penalty: 759.996643 Iteration 18Q: 3 clusters Score -127332.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -127348.492188 Penalty: 759.996643 Iteration 19Q: 3 clusters Score -127348.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -127363.929688 Penalty: 759.996643 Iteration 20F: 3 clusters Score -127363.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -127388.125000 Penalty: 759.996643 Iteration 21Q: 3 clusters Score -127388.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -127419.984375 Penalty: 759.996643 Iteration 22Q: 3 clusters Score -127420 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -127451.125000 Penalty: 759.996643 Iteration 23Q: 3 clusters Score -127451.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -127469.726562 Penalty: 759.996643 Iteration 24Q: 3 clusters Score -127469.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -127489.492188 Penalty: 759.996643 Iteration 25Q: 3 clusters Score -127489.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -127501.140625 Penalty: 759.996643 Iteration 26Q: 3 clusters Score -127501.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -127507.000000 Penalty: 759.996643 Iteration 27Q: 3 clusters Score -127507 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -127509.109375 Penalty: 759.996643 Iteration 28Q: 3 clusters Score -127509.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -127512.203125 Penalty: 759.996643 Iteration 29Q: 3 clusters Score -127512.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -127514.414062 Penalty: 759.996643 Iteration 30Q: 3 clusters Score -127514.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -127517.750000 Penalty: 759.996643 Iteration 31Q: 3 clusters Score -127517.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -127520.898438 Penalty: 759.996643 Iteration 32Q: 3 clusters Score -127520.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 3757 members Entering Unmasked Estep Score: -127523.226562 Penalty: 759.996643 Iteration 33Q: 3 clusters Score -127523.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3773 members Entering Unmasked Estep Score: -127527.148438 Penalty: 759.996643 Iteration 34Q: 3 clusters Score -127527.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -127530.203125 Penalty: 759.996643 Iteration 35Q: 3 clusters Score -127530.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 3795 members Entering Unmasked Estep Score: -127534.234375 Penalty: 759.996643 Iteration 36Q: 3 clusters Score -127534.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -127538.460938 Penalty: 759.996643 Iteration 37Q: 3 clusters Score -127538.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -127545.789062 Penalty: 759.996643 Iteration 38Q: 3 clusters Score -127545.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -127555.140625 Penalty: 759.996643 Iteration 39Q: 3 clusters Score -127555.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -127560.703125 Penalty: 759.996643 Iteration 40F: 3 clusters Score -127560.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -127567.796875 Penalty: 759.996643 Iteration 41Q: 3 clusters Score -127567.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -127571.218750 Penalty: 759.996643 Iteration 42Q: 3 clusters Score -127571.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -127573.609375 Penalty: 759.996643 Iteration 43Q: 3 clusters Score -127573.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -127574.125000 Penalty: 759.996643 Iteration 44Q: 3 clusters Score -127574.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 3890 members Entering Unmasked Estep Score: -127574.375000 Penalty: 759.996643 Iteration 45Q: 3 clusters Score -127574.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -127574.773438 Penalty: 759.996643 Iteration 46Q: 3 clusters Score -127574.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -127574.812500 Penalty: 759.996643 Iteration 47Q: 3 clusters Score -127574.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -127575.492188 Penalty: 759.996643 Iteration 48Q: 3 clusters Score -127575.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -127575.390625 Penalty: 759.996643 Iteration 49Q: 3 clusters Score -127575.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -127575.585938 Penalty: 759.996643 Iteration 50Q: 3 clusters Score -127575.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -127575.765625 Penalty: 759.996643 Iteration 51Q: 3 clusters Score -127575.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -127575.765625 Penalty: 759.996643 Iteration 52F: 3 clusters Score -127575.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Entering Unmasked Estep Score: -40223.722656 Penalty: 342.612427 Iteration 0F: 2 clusters Score -40223.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -38892.773438 Penalty: 685.224854 Iteration 0F: 3 clusters Score -38892.77 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -39539.726562 Penalty: 685.224854 Iteration 1F: 3 clusters Score -39539.73 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -39693.785156 Penalty: 685.224854 Iteration 2F: 3 clusters Score -39693.79 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -39793.500000 Penalty: 685.224854 Iteration 3F: 3 clusters Score -39793.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -39887.964844 Penalty: 685.224854 Iteration 4F: 3 clusters Score -39887.96 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -39949.214844 Penalty: 685.224854 Iteration 5Q: 3 clusters Score -39949.21 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -40001.468750 Penalty: 685.224854 Iteration 6Q: 3 clusters Score -40001.47 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -40039.500000 Penalty: 685.224854 Iteration 7Q: 3 clusters Score -40039.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -40071.070312 Penalty: 685.224854 Iteration 8Q: 3 clusters Score -40071.07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -40102.750000 Penalty: 685.224854 Iteration 9Q: 3 clusters Score -40102.75 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -40131.937500 Penalty: 685.224854 Iteration 10Q: 3 clusters Score -40131.94 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -40162.000000 Penalty: 685.224854 Iteration 11Q: 3 clusters Score -40162 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -40190.843750 Penalty: 685.224854 Iteration 12Q: 3 clusters Score -40190.84 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -40225.750000 Penalty: 685.224854 Iteration 13Q: 3 clusters Score -40225.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -40264.230469 Penalty: 685.224854 Iteration 14Q: 3 clusters Score -40264.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -40298.039062 Penalty: 685.224854 Iteration 15Q: 3 clusters Score -40298.04 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -40316.000000 Penalty: 685.224854 Iteration 16Q: 3 clusters Score -40316 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -40329.558594 Penalty: 685.224854 Iteration 17Q: 3 clusters Score -40329.56 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -40360.789062 Penalty: 685.224854 Iteration 18Q: 3 clusters Score -40360.79 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -40380.050781 Penalty: 685.224854 Iteration 19Q: 3 clusters Score -40380.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -40387.539062 Penalty: 685.224854 Iteration 20F: 3 clusters Score -40387.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -40391.699219 Penalty: 685.224854 Iteration 21Q: 3 clusters Score -40391.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -40395.710938 Penalty: 685.224854 Iteration 22Q: 3 clusters Score -40395.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -40396.207031 Penalty: 685.224854 Iteration 23Q: 3 clusters Score -40396.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -40396.554688 Penalty: 685.224854 Iteration 24Q: 3 clusters Score -40396.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -40396.839844 Penalty: 685.224854 Iteration 25Q: 3 clusters Score -40396.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -40396.839844 Penalty: 685.224854 Iteration 26F: 3 clusters Score -40396.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 503 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 9332 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 35042 members Mstep: Class 10 contains 2578 members Mstep: Class 11 contains 17848 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 7248 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 10487 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 3853 members Entering Unmasked Estep Score: -9311733.000000 Penalty: 10436.791016 Splitting cluster 5 changes total score from -9311668.000000 to -9311733.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 6 (9332 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9332 members Entering Unmasked Estep Score: -272407.593750 Penalty: 415.924805 Iteration 0F: 2 clusters Score -272407.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -266157.625000 Penalty: 831.849609 Iteration 0F: 3 clusters Score -266157.6 nChanged 4336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -269015.968750 Penalty: 831.849609 Iteration 1F: 3 clusters Score -269016 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 4391 members Entering Unmasked Estep Score: -269630.531250 Penalty: 831.849609 Iteration 2F: 3 clusters Score -269630.5 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -270194.656250 Penalty: 831.849609 Iteration 3F: 3 clusters Score -270194.7 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -270666.562500 Penalty: 831.849609 Iteration 4F: 3 clusters Score -270666.6 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -271043.406250 Penalty: 831.849609 Iteration 5F: 3 clusters Score -271043.4 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 3320 members Entering Unmasked Estep Score: -271392.468750 Penalty: 831.849609 Iteration 6Q: 3 clusters Score -271392.5 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6279 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -271771.031250 Penalty: 831.849609 Iteration 7Q: 3 clusters Score -271771 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6543 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -272185.375000 Penalty: 831.849609 Iteration 8Q: 3 clusters Score -272185.4 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -272516.031250 Penalty: 831.849609 Iteration 9Q: 3 clusters Score -272516 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -272788.781250 Penalty: 831.849609 Iteration 10Q: 3 clusters Score -272788.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6903 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -272996.343750 Penalty: 831.849609 Iteration 11Q: 3 clusters Score -272996.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -273134.562500 Penalty: 831.849609 Iteration 12Q: 3 clusters Score -273134.6 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6978 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -273234.187500 Penalty: 831.849609 Iteration 13Q: 3 clusters Score -273234.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 2360 members Entering Unmasked Estep Score: -273297.156250 Penalty: 831.849609 Iteration 14Q: 3 clusters Score -273297.2 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -273349.156250 Penalty: 831.849609 Iteration 15Q: 3 clusters Score -273349.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6904 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -273382.093750 Penalty: 831.849609 Iteration 16Q: 3 clusters Score -273382.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -273412.031250 Penalty: 831.849609 Iteration 17Q: 3 clusters Score -273412 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6810 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -273436.593750 Penalty: 831.849609 Iteration 18Q: 3 clusters Score -273436.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -273455.718750 Penalty: 831.849609 Iteration 19Q: 3 clusters Score -273455.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6723 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -273466.906250 Penalty: 831.849609 Iteration 20F: 3 clusters Score -273466.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6689 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -273475.281250 Penalty: 831.849609 Iteration 21Q: 3 clusters Score -273475.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -273482.812500 Penalty: 831.849609 Iteration 22Q: 3 clusters Score -273482.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -273489.812500 Penalty: 831.849609 Iteration 23Q: 3 clusters Score -273489.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -273498.875000 Penalty: 831.849609 Iteration 24Q: 3 clusters Score -273498.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -273510.156250 Penalty: 831.849609 Iteration 25Q: 3 clusters Score -273510.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -273520.531250 Penalty: 831.849609 Iteration 26Q: 3 clusters Score -273520.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -273530.906250 Penalty: 831.849609 Iteration 27Q: 3 clusters Score -273530.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6377 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -273544.062500 Penalty: 831.849609 Iteration 28Q: 3 clusters Score -273544.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -273562.093750 Penalty: 831.849609 Iteration 29Q: 3 clusters Score -273562.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -273584.281250 Penalty: 831.849609 Iteration 30Q: 3 clusters Score -273584.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6176 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -273606.125000 Penalty: 831.849609 Iteration 31Q: 3 clusters Score -273606.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -273630.687500 Penalty: 831.849609 Iteration 32Q: 3 clusters Score -273630.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 3311 members Entering Unmasked Estep Score: -273655.343750 Penalty: 831.849609 Iteration 33Q: 3 clusters Score -273655.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5945 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -273677.531250 Penalty: 831.849609 Iteration 34Q: 3 clusters Score -273677.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5893 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -273689.125000 Penalty: 831.849609 Iteration 35Q: 3 clusters Score -273689.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -273704.406250 Penalty: 831.849609 Iteration 36Q: 3 clusters Score -273704.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -273717.843750 Penalty: 831.849609 Iteration 37Q: 3 clusters Score -273717.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5711 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -273726.562500 Penalty: 831.849609 Iteration 38Q: 3 clusters Score -273726.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -273731.406250 Penalty: 831.849609 Iteration 39Q: 3 clusters Score -273731.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -273738.656250 Penalty: 831.849609 Iteration 40F: 3 clusters Score -273738.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -273741.500000 Penalty: 831.849609 Iteration 41Q: 3 clusters Score -273741.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5578 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -273744.718750 Penalty: 831.849609 Iteration 42Q: 3 clusters Score -273744.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -273749.812500 Penalty: 831.849609 Iteration 43Q: 3 clusters Score -273749.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5515 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -273754.531250 Penalty: 831.849609 Iteration 44Q: 3 clusters Score -273754.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -273758.718750 Penalty: 831.849609 Iteration 45Q: 3 clusters Score -273758.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -273761.500000 Penalty: 831.849609 Iteration 46Q: 3 clusters Score -273761.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -273765.000000 Penalty: 831.849609 Iteration 47Q: 3 clusters Score -273765 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -273769.843750 Penalty: 831.849609 Iteration 48Q: 3 clusters Score -273769.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 3955 members Entering Unmasked Estep Score: -273774.437500 Penalty: 831.849609 Iteration 49Q: 3 clusters Score -273774.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -273777.875000 Penalty: 831.849609 Iteration 50Q: 3 clusters Score -273777.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5336 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -273779.406250 Penalty: 831.849609 Iteration 51Q: 3 clusters Score -273779.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5319 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -273782.218750 Penalty: 831.849609 Iteration 52Q: 3 clusters Score -273782.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 4025 members Entering Unmasked Estep Score: -273782.593750 Penalty: 831.849609 Iteration 53Q: 3 clusters Score -273782.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -273784.218750 Penalty: 831.849609 Iteration 54Q: 3 clusters Score -273784.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 4048 members Entering Unmasked Estep Score: -273784.906250 Penalty: 831.849609 Iteration 55Q: 3 clusters Score -273784.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -273785.687500 Penalty: 831.849609 Iteration 56Q: 3 clusters Score -273785.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5271 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -273785.906250 Penalty: 831.849609 Iteration 57Q: 3 clusters Score -273785.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -273786.156250 Penalty: 831.849609 Iteration 58Q: 3 clusters Score -273786.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5265 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -273786.281250 Penalty: 831.849609 Iteration 59Q: 3 clusters Score -273786.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -273785.968750 Penalty: 831.849609 Iteration 60F: 3 clusters Score -273786 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 503 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 5264 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 35042 members Mstep: Class 9 contains 4068 members Mstep: Class 10 contains 2578 members Mstep: Class 11 contains 17848 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 7248 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 10487 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 3853 members Entering Unmasked Estep Score: -9312935.000000 Penalty: 11016.613281 Splitting cluster 6 changes total score from -9311668.000000 to -9312935.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 7 (1448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Entering Unmasked Estep Score: -39661.613281 Penalty: 331.146210 Iteration 0F: 2 clusters Score -39661.61 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 710 members Entering Unmasked Estep Score: -38593.242188 Penalty: 662.292419 Iteration 0F: 3 clusters Score -38593.24 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -38890.121094 Penalty: 662.292419 Iteration 1F: 3 clusters Score -38890.12 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -38948.839844 Penalty: 662.292419 Iteration 2F: 3 clusters Score -38948.84 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -39001.398438 Penalty: 662.292419 Iteration 3F: 3 clusters Score -39001.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -39044.996094 Penalty: 662.292419 Iteration 4F: 3 clusters Score -39045 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -39080.320312 Penalty: 662.292419 Iteration 5Q: 3 clusters Score -39080.32 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -39105.886719 Penalty: 662.292419 Iteration 6Q: 3 clusters Score -39105.89 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -39126.636719 Penalty: 662.292419 Iteration 7Q: 3 clusters Score -39126.64 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -39146.554688 Penalty: 662.292419 Iteration 8Q: 3 clusters Score -39146.55 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -39168.027344 Penalty: 662.292419 Iteration 9Q: 3 clusters Score -39168.03 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -39189.027344 Penalty: 662.292419 Iteration 10Q: 3 clusters Score -39189.03 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -39211.257812 Penalty: 662.292419 Iteration 11Q: 3 clusters Score -39211.26 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -39232.539062 Penalty: 662.292419 Iteration 12Q: 3 clusters Score -39232.54 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -39241.175781 Penalty: 662.292419 Iteration 13Q: 3 clusters Score -39241.18 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -39250.593750 Penalty: 662.292419 Iteration 14Q: 3 clusters Score -39250.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -39255.750000 Penalty: 662.292419 Iteration 15Q: 3 clusters Score -39255.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -39260.734375 Penalty: 662.292419 Iteration 16Q: 3 clusters Score -39260.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -39263.582031 Penalty: 662.292419 Iteration 17Q: 3 clusters Score -39263.58 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1010 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -39266.394531 Penalty: 662.292419 Iteration 18Q: 3 clusters Score -39266.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -39270.234375 Penalty: 662.292419 Iteration 19Q: 3 clusters Score -39270.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -39273.941406 Penalty: 662.292419 Iteration 20F: 3 clusters Score -39273.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -39276.257812 Penalty: 662.292419 Iteration 21Q: 3 clusters Score -39276.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -39277.121094 Penalty: 662.292419 Iteration 22Q: 3 clusters Score -39277.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -39277.503906 Penalty: 662.292419 Iteration 23Q: 3 clusters Score -39277.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -39278.378906 Penalty: 662.292419 Iteration 24Q: 3 clusters Score -39278.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -39279.148438 Penalty: 662.292419 Iteration 25Q: 3 clusters Score -39279.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -39279.363281 Penalty: 662.292419 Iteration 26Q: 3 clusters Score -39279.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -39279.691406 Penalty: 662.292419 Iteration 27Q: 3 clusters Score -39279.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -39279.722656 Penalty: 662.292419 Iteration 28Q: 3 clusters Score -39279.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -39279.722656 Penalty: 662.292419 Iteration 29F: 3 clusters Score -39279.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (35042 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35042 members Entering Unmasked Estep Score: -954581.062500 Penalty: 476.125793 Iteration 0F: 2 clusters Score -954581.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17425 members Mstep: Class 2 contains 17617 members Entering Unmasked Estep Score: -931237.562500 Penalty: 952.251587 Iteration 0F: 3 clusters Score -931237.6 nChanged 16804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17297 members Mstep: Class 2 contains 17745 members Entering Unmasked Estep Score: -941289.437500 Penalty: 952.251587 Iteration 1F: 3 clusters Score -941289.4 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17257 members Mstep: Class 2 contains 17785 members Entering Unmasked Estep Score: -941958.687500 Penalty: 952.251587 Iteration 2Q: 3 clusters Score -941958.7 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17154 members Mstep: Class 2 contains 17888 members Entering Unmasked Estep Score: -942587.562500 Penalty: 952.251587 Iteration 3Q: 3 clusters Score -942587.6 nChanged 1606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16948 members Mstep: Class 2 contains 18094 members Entering Unmasked Estep Score: -943214.125000 Penalty: 952.251587 Iteration 4Q: 3 clusters Score -943214.1 nChanged 1622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16606 members Mstep: Class 2 contains 18436 members Entering Unmasked Estep Score: -943836.562500 Penalty: 952.251587 Iteration 5Q: 3 clusters Score -943836.6 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16127 members Mstep: Class 2 contains 18915 members Entering Unmasked Estep Score: -944383.687500 Penalty: 952.251587 Iteration 6Q: 3 clusters Score -944383.7 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15516 members Mstep: Class 2 contains 19526 members Entering Unmasked Estep Score: -944936.875000 Penalty: 952.251587 Iteration 7Q: 3 clusters Score -944936.9 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14819 members Mstep: Class 2 contains 20223 members Entering Unmasked Estep Score: -945433.687500 Penalty: 952.251587 Iteration 8Q: 3 clusters Score -945433.7 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13992 members Mstep: Class 2 contains 21050 members Entering Unmasked Estep Score: -945922.125000 Penalty: 952.251587 Iteration 9Q: 3 clusters Score -945922.1 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13060 members Mstep: Class 2 contains 21982 members Entering Unmasked Estep Score: -946417.187500 Penalty: 952.251587 Iteration 10Q: 3 clusters Score -946417.2 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11960 members Mstep: Class 2 contains 23082 members Entering Unmasked Estep Score: -946971.000000 Penalty: 952.251587 Iteration 11Q: 3 clusters Score -946971 nChanged 1358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10764 members Mstep: Class 2 contains 24278 members Entering Unmasked Estep Score: -947557.812500 Penalty: 952.251587 Iteration 12Q: 3 clusters Score -947557.8 nChanged 1397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9465 members Mstep: Class 2 contains 25577 members Entering Unmasked Estep Score: -948216.500000 Penalty: 952.251587 Iteration 13Q: 3 clusters Score -948216.5 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -948988.625000 Penalty: 952.251587 Iteration 14Q: 3 clusters Score -948988.6 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 28347 members Entering Unmasked Estep Score: -949859.687500 Penalty: 952.251587 Iteration 15Q: 3 clusters Score -949859.7 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5400 members Mstep: Class 2 contains 29642 members Entering Unmasked Estep Score: -950747.937500 Penalty: 952.251587 Iteration 16Q: 3 clusters Score -950747.9 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 30805 members Entering Unmasked Estep Score: -951640.000000 Penalty: 952.251587 Iteration 17Q: 3 clusters Score -951640 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 31739 members Entering Unmasked Estep Score: -952486.750000 Penalty: 952.251587 Iteration 18Q: 3 clusters Score -952486.8 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 32386 members Entering Unmasked Estep Score: -953239.562500 Penalty: 952.251587 Iteration 19Q: 3 clusters Score -953239.6 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 32707 members Entering Unmasked Estep Score: -953865.250000 Penalty: 952.251587 Iteration 20F: 3 clusters Score -953865.2 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 32808 members Entering Unmasked Estep Score: -954310.250000 Penalty: 952.251587 Iteration 21Q: 3 clusters Score -954310.2 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 32795 members Entering Unmasked Estep Score: -954571.562500 Penalty: 952.251587 Iteration 22Q: 3 clusters Score -954571.6 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 32740 members Entering Unmasked Estep Score: -954717.812500 Penalty: 952.251587 Iteration 23Q: 3 clusters Score -954717.8 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 32636 members Entering Unmasked Estep Score: -954829.812500 Penalty: 952.251587 Iteration 24Q: 3 clusters Score -954829.8 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 32499 members Entering Unmasked Estep Score: -954914.625000 Penalty: 952.251587 Iteration 25Q: 3 clusters Score -954914.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 32348 members Entering Unmasked Estep Score: -954982.062500 Penalty: 952.251587 Iteration 26Q: 3 clusters Score -954982.1 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 32169 members Entering Unmasked Estep Score: -955056.062500 Penalty: 952.251587 Iteration 27Q: 3 clusters Score -955056.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 31960 members Entering Unmasked Estep Score: -955146.062500 Penalty: 952.251587 Iteration 28Q: 3 clusters Score -955146.1 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 31722 members Entering Unmasked Estep Score: -955249.687500 Penalty: 952.251587 Iteration 29Q: 3 clusters Score -955249.7 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 31453 members Entering Unmasked Estep Score: -955344.750000 Penalty: 952.251587 Iteration 30Q: 3 clusters Score -955344.8 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 31193 members Entering Unmasked Estep Score: -955422.812500 Penalty: 952.251587 Iteration 31Q: 3 clusters Score -955422.8 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 30950 members Entering Unmasked Estep Score: -955485.250000 Penalty: 952.251587 Iteration 32Q: 3 clusters Score -955485.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4326 members Mstep: Class 2 contains 30716 members Entering Unmasked Estep Score: -955537.937500 Penalty: 952.251587 Iteration 33Q: 3 clusters Score -955537.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 30497 members Entering Unmasked Estep Score: -955590.875000 Penalty: 952.251587 Iteration 34Q: 3 clusters Score -955590.9 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 30313 members Entering Unmasked Estep Score: -955628.125000 Penalty: 952.251587 Iteration 35Q: 3 clusters Score -955628.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 30145 members Entering Unmasked Estep Score: -955655.062500 Penalty: 952.251587 Iteration 36Q: 3 clusters Score -955655.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5053 members Mstep: Class 2 contains 29989 members Entering Unmasked Estep Score: -955686.187500 Penalty: 952.251587 Iteration 37Q: 3 clusters Score -955686.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 29842 members Entering Unmasked Estep Score: -955712.125000 Penalty: 952.251587 Iteration 38Q: 3 clusters Score -955712.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 29698 members Entering Unmasked Estep Score: -955736.625000 Penalty: 952.251587 Iteration 39Q: 3 clusters Score -955736.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5478 members Mstep: Class 2 contains 29564 members Entering Unmasked Estep Score: -955925.875000 Penalty: 952.251587 Iteration 40F: 3 clusters Score -955925.9 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 29091 members Entering Unmasked Estep Score: -956155.187500 Penalty: 952.251587 Iteration 41Q: 3 clusters Score -956155.2 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 28627 members Entering Unmasked Estep Score: -956369.750000 Penalty: 952.251587 Iteration 42Q: 3 clusters Score -956369.8 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6924 members Mstep: Class 2 contains 28118 members Entering Unmasked Estep Score: -956599.125000 Penalty: 952.251587 Iteration 43Q: 3 clusters Score -956599.1 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7452 members Mstep: Class 2 contains 27590 members Entering Unmasked Estep Score: -956847.750000 Penalty: 952.251587 Iteration 44Q: 3 clusters Score -956847.8 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7933 members Mstep: Class 2 contains 27109 members Entering Unmasked Estep Score: -957102.500000 Penalty: 952.251587 Iteration 45Q: 3 clusters Score -957102.5 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8440 members Mstep: Class 2 contains 26602 members Entering Unmasked Estep Score: -957408.812500 Penalty: 952.251587 Iteration 46Q: 3 clusters Score -957408.8 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 26048 members Entering Unmasked Estep Score: -957808.937500 Penalty: 952.251587 Iteration 47Q: 3 clusters Score -957808.9 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 25513 members Entering Unmasked Estep Score: -958224.812500 Penalty: 952.251587 Iteration 48Q: 3 clusters Score -958224.8 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9973 members Mstep: Class 2 contains 25069 members Entering Unmasked Estep Score: -958542.875000 Penalty: 952.251587 Iteration 49Q: 3 clusters Score -958542.9 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10206 members Mstep: Class 2 contains 24836 members Entering Unmasked Estep Score: -958667.937500 Penalty: 952.251587 Iteration 50Q: 3 clusters Score -958667.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10314 members Mstep: Class 2 contains 24728 members Entering Unmasked Estep Score: -958724.937500 Penalty: 952.251587 Iteration 51Q: 3 clusters Score -958724.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 24684 members Entering Unmasked Estep Score: -958765.187500 Penalty: 952.251587 Iteration 52Q: 3 clusters Score -958765.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10386 members Mstep: Class 2 contains 24656 members Entering Unmasked Estep Score: -958762.937500 Penalty: 952.251587 Iteration 53Q: 3 clusters Score -958762.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 24646 members Entering Unmasked Estep Score: -958771.062500 Penalty: 952.251587 Iteration 54Q: 3 clusters Score -958771.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10402 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -958771.687500 Penalty: 952.251587 Iteration 55Q: 3 clusters Score -958771.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 24634 members Entering Unmasked Estep Score: -958773.937500 Penalty: 952.251587 Iteration 56Q: 3 clusters Score -958773.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 24632 members Entering Unmasked Estep Score: -958775.687500 Penalty: 952.251587 Iteration 57Q: 3 clusters Score -958775.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10412 members Mstep: Class 2 contains 24630 members Entering Unmasked Estep Score: -958778.062500 Penalty: 952.251587 Iteration 58Q: 3 clusters Score -958778.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10413 members Mstep: Class 2 contains 24629 members Entering Unmasked Estep Score: -958779.187500 Penalty: 952.251587 Iteration 59Q: 3 clusters Score -958779.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10414 members Mstep: Class 2 contains 24628 members Entering Unmasked Estep Score: -959291.062500 Penalty: 952.251587 Iteration 60F: 3 clusters Score -959291.1 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10910 members Mstep: Class 2 contains 24132 members Entering Unmasked Estep Score: -960511.062500 Penalty: 952.251587 Iteration 61Q: 3 clusters Score -960511.1 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 23641 members Entering Unmasked Estep Score: -961921.937500 Penalty: 952.251587 Iteration 62Q: 3 clusters Score -961921.9 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 23391 members Entering Unmasked Estep Score: -962607.625000 Penalty: 952.251587 Iteration 63Q: 3 clusters Score -962607.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11743 members Mstep: Class 2 contains 23299 members Entering Unmasked Estep Score: -962921.812500 Penalty: 952.251587 Iteration 64Q: 3 clusters Score -962921.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11783 members Mstep: Class 2 contains 23259 members Entering Unmasked Estep Score: -963091.312500 Penalty: 952.251587 Iteration 65Q: 3 clusters Score -963091.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11803 members Mstep: Class 2 contains 23239 members Entering Unmasked Estep Score: -963201.437500 Penalty: 952.251587 Iteration 66Q: 3 clusters Score -963201.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11819 members Mstep: Class 2 contains 23223 members Entering Unmasked Estep Score: -963253.500000 Penalty: 952.251587 Iteration 67Q: 3 clusters Score -963253.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11827 members Mstep: Class 2 contains 23215 members Entering Unmasked Estep Score: -963362.625000 Penalty: 952.251587 Iteration 68Q: 3 clusters Score -963362.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11834 members Mstep: Class 2 contains 23208 members Entering Unmasked Estep Score: -963365.562500 Penalty: 952.251587 Iteration 69Q: 3 clusters Score -963365.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11835 members Mstep: Class 2 contains 23207 members Entering Unmasked Estep Score: -963412.937500 Penalty: 952.251587 Iteration 70Q: 3 clusters Score -963412.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11838 members Mstep: Class 2 contains 23204 members Entering Unmasked Estep Score: -963415.625000 Penalty: 952.251587 Iteration 71Q: 3 clusters Score -963415.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11839 members Mstep: Class 2 contains 23203 members Entering Unmasked Estep Score: -963416.500000 Penalty: 952.251587 Iteration 72Q: 3 clusters Score -963416.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11839 members Mstep: Class 2 contains 23203 members Entering Unmasked Estep Score: -963920.500000 Penalty: 952.251587 Iteration 73F: 3 clusters Score -963920.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11872 members Mstep: Class 2 contains 23170 members Entering Unmasked Estep Score: -964067.437500 Penalty: 952.251587 Iteration 74Q: 3 clusters Score -964067.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 23160 members Entering Unmasked Estep Score: -964066.500000 Penalty: 952.251587 Iteration 75Q: 3 clusters Score -964066.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 23160 members Entering Unmasked Estep Score: -964066.500000 Penalty: 952.251587 Iteration 76F: 3 clusters Score -964066.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 503 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 5264 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 11882 members Mstep: Class 9 contains 4068 members Mstep: Class 10 contains 2578 members Mstep: Class 11 contains 17848 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 7248 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 10487 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 23160 members Entering Unmasked Estep Score: -9322375.000000 Penalty: 11596.434570 Splitting cluster 8 changes total score from -9311668.000000 to -9322375.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 10 (2578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Entering Unmasked Estep Score: -61108.035156 Penalty: 357.391998 Iteration 0F: 2 clusters Score -61108.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -59344.847656 Penalty: 714.783997 Iteration 0F: 3 clusters Score -59344.85 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -60263.628906 Penalty: 714.783997 Iteration 1F: 3 clusters Score -60263.63 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -60538.800781 Penalty: 714.783997 Iteration 2F: 3 clusters Score -60538.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -60745.277344 Penalty: 714.783997 Iteration 3F: 3 clusters Score -60745.28 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -60910.031250 Penalty: 714.783997 Iteration 4F: 3 clusters Score -60910.03 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -61053.781250 Penalty: 714.783997 Iteration 5F: 3 clusters Score -61053.78 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -61181.511719 Penalty: 714.783997 Iteration 6Q: 3 clusters Score -61181.51 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -61293.640625 Penalty: 714.783997 Iteration 7Q: 3 clusters Score -61293.64 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -61375.144531 Penalty: 714.783997 Iteration 8Q: 3 clusters Score -61375.14 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -61450.078125 Penalty: 714.783997 Iteration 9Q: 3 clusters Score -61450.08 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -61511.933594 Penalty: 714.783997 Iteration 10Q: 3 clusters Score -61511.93 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -61558.921875 Penalty: 714.783997 Iteration 11Q: 3 clusters Score -61558.92 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -61588.687500 Penalty: 714.783997 Iteration 12Q: 3 clusters Score -61588.69 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -61622.695312 Penalty: 714.783997 Iteration 13Q: 3 clusters Score -61622.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -61649.175781 Penalty: 714.783997 Iteration 14Q: 3 clusters Score -61649.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -61662.359375 Penalty: 714.783997 Iteration 15Q: 3 clusters Score -61662.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -61666.062500 Penalty: 714.783997 Iteration 16Q: 3 clusters Score -61666.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -61668.804688 Penalty: 714.783997 Iteration 17Q: 3 clusters Score -61668.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -61670.609375 Penalty: 714.783997 Iteration 18Q: 3 clusters Score -61670.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -61671.093750 Penalty: 714.783997 Iteration 19Q: 3 clusters Score -61671.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -61671.324219 Penalty: 714.783997 Iteration 20F: 3 clusters Score -61671.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -61671.855469 Penalty: 714.783997 Iteration 21Q: 3 clusters Score -61671.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -61671.855469 Penalty: 714.783997 Iteration 22F: 3 clusters Score -61671.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 503 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 5264 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 11882 members Mstep: Class 9 contains 4068 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 17848 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 7248 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 10487 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 23160 members Mstep: Class 21 contains 1293 members Entering Unmasked Estep Score: -9322710.000000 Penalty: 12176.256836 Splitting cluster 10 changes total score from -9311668.000000 to -9322710.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 11 (17848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17848 members Entering Unmasked Estep Score: -535695.937500 Penalty: 445.428955 Iteration 0F: 2 clusters Score -535695.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 8956 members Entering Unmasked Estep Score: -523786.343750 Penalty: 890.857910 Iteration 0F: 3 clusters Score -523786.3 nChanged 8515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 9125 members Entering Unmasked Estep Score: -528886.187500 Penalty: 890.857910 Iteration 1F: 3 clusters Score -528886.2 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8527 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -529362.062500 Penalty: 890.857910 Iteration 2F: 3 clusters Score -529362.1 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 9535 members Entering Unmasked Estep Score: -530016.937500 Penalty: 890.857910 Iteration 3F: 3 clusters Score -530016.9 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 9722 members Entering Unmasked Estep Score: -530875.375000 Penalty: 890.857910 Iteration 4F: 3 clusters Score -530875.4 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 9817 members Entering Unmasked Estep Score: -531882.562500 Penalty: 890.857910 Iteration 5F: 3 clusters Score -531882.6 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 9882 members Entering Unmasked Estep Score: -532705.500000 Penalty: 890.857910 Iteration 6F: 3 clusters Score -532705.5 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7898 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -533157.500000 Penalty: 890.857910 Iteration 7Q: 3 clusters Score -533157.5 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7841 members Mstep: Class 2 contains 10007 members Entering Unmasked Estep Score: -533381.187500 Penalty: 890.857910 Iteration 8Q: 3 clusters Score -533381.2 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 10088 members Entering Unmasked Estep Score: -533485.187500 Penalty: 890.857910 Iteration 9Q: 3 clusters Score -533485.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -533547.312500 Penalty: 890.857910 Iteration 10Q: 3 clusters Score -533547.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -533599.375000 Penalty: 890.857910 Iteration 11Q: 3 clusters Score -533599.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 10417 members Entering Unmasked Estep Score: -533646.875000 Penalty: 890.857910 Iteration 12Q: 3 clusters Score -533646.9 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 10577 members Entering Unmasked Estep Score: -533691.250000 Penalty: 890.857910 Iteration 13Q: 3 clusters Score -533691.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 10758 members Entering Unmasked Estep Score: -533743.000000 Penalty: 890.857910 Iteration 14Q: 3 clusters Score -533743 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 10953 members Entering Unmasked Estep Score: -533805.312500 Penalty: 890.857910 Iteration 15Q: 3 clusters Score -533805.3 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -533888.937500 Penalty: 890.857910 Iteration 16Q: 3 clusters Score -533888.9 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 11436 members Entering Unmasked Estep Score: -533984.250000 Penalty: 890.857910 Iteration 17Q: 3 clusters Score -533984.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -534104.062500 Penalty: 890.857910 Iteration 18Q: 3 clusters Score -534104.1 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 12041 members Entering Unmasked Estep Score: -534247.000000 Penalty: 890.857910 Iteration 19Q: 3 clusters Score -534247 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 12384 members Entering Unmasked Estep Score: -534407.500000 Penalty: 890.857910 Iteration 20F: 3 clusters Score -534407.5 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -534592.937500 Penalty: 890.857910 Iteration 21Q: 3 clusters Score -534592.9 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4686 members Mstep: Class 2 contains 13162 members Entering Unmasked Estep Score: -534832.875000 Penalty: 890.857910 Iteration 22Q: 3 clusters Score -534832.9 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -535116.375000 Penalty: 890.857910 Iteration 23Q: 3 clusters Score -535116.4 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3905 members Mstep: Class 2 contains 13943 members Entering Unmasked Estep Score: -535447.812500 Penalty: 890.857910 Iteration 24Q: 3 clusters Score -535447.8 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 14302 members Entering Unmasked Estep Score: -535761.500000 Penalty: 890.857910 Iteration 25Q: 3 clusters Score -535761.5 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 14616 members Entering Unmasked Estep Score: -536038.375000 Penalty: 890.857910 Iteration 26Q: 3 clusters Score -536038.4 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 14877 members Entering Unmasked Estep Score: -536236.875000 Penalty: 890.857910 Iteration 27Q: 3 clusters Score -536236.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -536352.625000 Penalty: 890.857910 Iteration 28Q: 3 clusters Score -536352.6 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2624 members Mstep: Class 2 contains 15224 members Entering Unmasked Estep Score: -536421.937500 Penalty: 890.857910 Iteration 29Q: 3 clusters Score -536421.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 15348 members Entering Unmasked Estep Score: -536463.437500 Penalty: 890.857910 Iteration 30Q: 3 clusters Score -536463.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 15435 members Entering Unmasked Estep Score: -536484.187500 Penalty: 890.857910 Iteration 31Q: 3 clusters Score -536484.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 15485 members Entering Unmasked Estep Score: -536490.687500 Penalty: 890.857910 Iteration 32Q: 3 clusters Score -536490.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 15514 members Entering Unmasked Estep Score: -536493.625000 Penalty: 890.857910 Iteration 33Q: 3 clusters Score -536493.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 15540 members Entering Unmasked Estep Score: -536498.062500 Penalty: 890.857910 Iteration 34Q: 3 clusters Score -536498.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 15566 members Entering Unmasked Estep Score: -536497.937500 Penalty: 890.857910 Iteration 35Q: 3 clusters Score -536497.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 15581 members Entering Unmasked Estep Score: -536499.812500 Penalty: 890.857910 Iteration 36Q: 3 clusters Score -536499.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 15590 members Entering Unmasked Estep Score: -536500.500000 Penalty: 890.857910 Iteration 37Q: 3 clusters Score -536500.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 15597 members Entering Unmasked Estep Score: -536500.250000 Penalty: 890.857910 Iteration 38Q: 3 clusters Score -536500.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 15604 members Entering Unmasked Estep Score: -536500.687500 Penalty: 890.857910 Iteration 39Q: 3 clusters Score -536500.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 15610 members Entering Unmasked Estep Score: -536501.312500 Penalty: 890.857910 Iteration 40F: 3 clusters Score -536501.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 15614 members Entering Unmasked Estep Score: -536501.062500 Penalty: 890.857910 Iteration 41Q: 3 clusters Score -536501.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 15615 members Entering Unmasked Estep Score: -536500.375000 Penalty: 890.857910 Iteration 42Q: 3 clusters Score -536500.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 15615 members Entering Unmasked Estep Score: -536500.375000 Penalty: 890.857910 Iteration 43F: 3 clusters Score -536500.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 503 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 5264 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 11882 members Mstep: Class 9 contains 4068 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 2233 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 7248 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 10487 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 23160 members Mstep: Class 21 contains 1293 members Mstep: Class 22 contains 15615 members Entering Unmasked Estep Score: -9323389.000000 Penalty: 12756.078125 Splitting cluster 11 changes total score from -9311668.000000 to -9323389.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 12 (1404 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Entering Unmasked Estep Score: -38121.304688 Penalty: 329.742188 Iteration 0F: 2 clusters Score -38121.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -37082.105469 Penalty: 659.484375 Iteration 0F: 3 clusters Score -37082.11 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -37406.179688 Penalty: 659.484375 Iteration 1F: 3 clusters Score -37406.18 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -37492.640625 Penalty: 659.484375 Iteration 2F: 3 clusters Score -37492.64 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -37554.773438 Penalty: 659.484375 Iteration 3F: 3 clusters Score -37554.77 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -37619.277344 Penalty: 659.484375 Iteration 4F: 3 clusters Score -37619.28 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -37678.089844 Penalty: 659.484375 Iteration 5Q: 3 clusters Score -37678.09 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -37725.230469 Penalty: 659.484375 Iteration 6Q: 3 clusters Score -37725.23 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -37768.105469 Penalty: 659.484375 Iteration 7Q: 3 clusters Score -37768.11 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -37789.242188 Penalty: 659.484375 Iteration 8Q: 3 clusters Score -37789.24 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -37799.167969 Penalty: 659.484375 Iteration 9Q: 3 clusters Score -37799.17 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -37806.046875 Penalty: 659.484375 Iteration 10Q: 3 clusters Score -37806.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -37812.105469 Penalty: 659.484375 Iteration 11Q: 3 clusters Score -37812.11 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -37821.164062 Penalty: 659.484375 Iteration 12Q: 3 clusters Score -37821.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -37825.738281 Penalty: 659.484375 Iteration 13Q: 3 clusters Score -37825.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -37828.515625 Penalty: 659.484375 Iteration 14Q: 3 clusters Score -37828.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -37830.921875 Penalty: 659.484375 Iteration 15Q: 3 clusters Score -37830.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -37832.128906 Penalty: 659.484375 Iteration 16Q: 3 clusters Score -37832.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -37833.480469 Penalty: 659.484375 Iteration 17Q: 3 clusters Score -37833.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -37833.789062 Penalty: 659.484375 Iteration 18Q: 3 clusters Score -37833.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -37834.910156 Penalty: 659.484375 Iteration 19Q: 3 clusters Score -37834.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -37835.164062 Penalty: 659.484375 Iteration 20F: 3 clusters Score -37835.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -37835.277344 Penalty: 659.484375 Iteration 21Q: 3 clusters Score -37835.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -37835.277344 Penalty: 659.484375 Iteration 22F: 3 clusters Score -37835.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7053 members Entering Unmasked Estep Score: -206865.812500 Penalty: 403.184967 Iteration 0F: 2 clusters Score -206865.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -202140.218750 Penalty: 806.369934 Iteration 0F: 3 clusters Score -202140.2 nChanged 3261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -203971.812500 Penalty: 806.369934 Iteration 1F: 3 clusters Score -203971.8 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3401 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -204161.375000 Penalty: 806.369934 Iteration 2F: 3 clusters Score -204161.4 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -204387.125000 Penalty: 806.369934 Iteration 3F: 3 clusters Score -204387.1 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -204684.062500 Penalty: 806.369934 Iteration 4F: 3 clusters Score -204684.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 3559 members Entering Unmasked Estep Score: -205038.687500 Penalty: 806.369934 Iteration 5F: 3 clusters Score -205038.7 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3503 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -205461.687500 Penalty: 806.369934 Iteration 6F: 3 clusters Score -205461.7 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -205878.843750 Penalty: 806.369934 Iteration 7F: 3 clusters Score -205878.8 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -206119.843750 Penalty: 806.369934 Iteration 8Q: 3 clusters Score -206119.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -206222.656250 Penalty: 806.369934 Iteration 9Q: 3 clusters Score -206222.7 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 3659 members Entering Unmasked Estep Score: -206271.109375 Penalty: 806.369934 Iteration 10Q: 3 clusters Score -206271.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3379 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -206301.046875 Penalty: 806.369934 Iteration 11Q: 3 clusters Score -206301 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -206321.031250 Penalty: 806.369934 Iteration 12Q: 3 clusters Score -206321 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -206338.625000 Penalty: 806.369934 Iteration 13Q: 3 clusters Score -206338.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 3736 members Entering Unmasked Estep Score: -206354.718750 Penalty: 806.369934 Iteration 14Q: 3 clusters Score -206354.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -206367.078125 Penalty: 806.369934 Iteration 15Q: 3 clusters Score -206367.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3276 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -206374.656250 Penalty: 806.369934 Iteration 16Q: 3 clusters Score -206374.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -206386.078125 Penalty: 806.369934 Iteration 17Q: 3 clusters Score -206386.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -206395.328125 Penalty: 806.369934 Iteration 18Q: 3 clusters Score -206395.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -206404.015625 Penalty: 806.369934 Iteration 19Q: 3 clusters Score -206404 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -206410.671875 Penalty: 806.369934 Iteration 20F: 3 clusters Score -206410.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -206416.281250 Penalty: 806.369934 Iteration 21Q: 3 clusters Score -206416.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -206419.203125 Penalty: 806.369934 Iteration 22Q: 3 clusters Score -206419.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -206422.218750 Penalty: 806.369934 Iteration 23Q: 3 clusters Score -206422.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -206425.484375 Penalty: 806.369934 Iteration 24Q: 3 clusters Score -206425.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -206428.109375 Penalty: 806.369934 Iteration 25Q: 3 clusters Score -206428.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -206432.156250 Penalty: 806.369934 Iteration 26Q: 3 clusters Score -206432.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -206436.609375 Penalty: 806.369934 Iteration 27Q: 3 clusters Score -206436.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -206439.484375 Penalty: 806.369934 Iteration 28Q: 3 clusters Score -206439.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -206441.515625 Penalty: 806.369934 Iteration 29Q: 3 clusters Score -206441.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2984 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -206442.062500 Penalty: 806.369934 Iteration 30Q: 3 clusters Score -206442.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -206443.812500 Penalty: 806.369934 Iteration 31Q: 3 clusters Score -206443.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -206443.734375 Penalty: 806.369934 Iteration 32Q: 3 clusters Score -206443.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -206444.468750 Penalty: 806.369934 Iteration 33Q: 3 clusters Score -206444.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -206444.734375 Penalty: 806.369934 Iteration 34Q: 3 clusters Score -206444.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -206444.718750 Penalty: 806.369934 Iteration 35Q: 3 clusters Score -206444.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -206444.890625 Penalty: 806.369934 Iteration 36Q: 3 clusters Score -206444.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -206444.937500 Penalty: 806.369934 Iteration 37Q: 3 clusters Score -206444.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -206446.796875 Penalty: 806.369934 Iteration 38Q: 3 clusters Score -206446.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -206447.453125 Penalty: 806.369934 Iteration 39Q: 3 clusters Score -206447.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -206447.734375 Penalty: 806.369934 Iteration 40F: 3 clusters Score -206447.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 4138 members Entering Unmasked Estep Score: -206448.312500 Penalty: 806.369934 Iteration 41Q: 3 clusters Score -206448.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4140 members Entering Unmasked Estep Score: -206448.703125 Penalty: 806.369934 Iteration 42Q: 3 clusters Score -206448.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -206448.937500 Penalty: 806.369934 Iteration 43Q: 3 clusters Score -206448.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 4142 members Entering Unmasked Estep Score: -206449.093750 Penalty: 806.369934 Iteration 44Q: 3 clusters Score -206449.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -206449.203125 Penalty: 806.369934 Iteration 45Q: 3 clusters Score -206449.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -206449.203125 Penalty: 806.369934 Iteration 46F: 3 clusters Score -206449.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7248 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7248 members Entering Unmasked Estep Score: -212343.671875 Penalty: 404.425903 Iteration 0F: 2 clusters Score -212343.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -207513.234375 Penalty: 808.851807 Iteration 0F: 3 clusters Score -207513.2 nChanged 3296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4012 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -209890.484375 Penalty: 808.851807 Iteration 1F: 3 clusters Score -209890.5 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 3142 members Entering Unmasked Estep Score: -210508.250000 Penalty: 808.851807 Iteration 2F: 3 clusters Score -210508.2 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -211252.359375 Penalty: 808.851807 Iteration 3F: 3 clusters Score -211252.4 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -211873.906250 Penalty: 808.851807 Iteration 4F: 3 clusters Score -211873.9 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -212232.015625 Penalty: 808.851807 Iteration 5F: 3 clusters Score -212232 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4296 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -212477.140625 Penalty: 808.851807 Iteration 6Q: 3 clusters Score -212477.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -212612.140625 Penalty: 808.851807 Iteration 7Q: 3 clusters Score -212612.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4269 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -212679.828125 Penalty: 808.851807 Iteration 8Q: 3 clusters Score -212679.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -212715.812500 Penalty: 808.851807 Iteration 9Q: 3 clusters Score -212715.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4243 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -212734.031250 Penalty: 808.851807 Iteration 10Q: 3 clusters Score -212734 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4238 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -212740.796875 Penalty: 808.851807 Iteration 11Q: 3 clusters Score -212740.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -212744.875000 Penalty: 808.851807 Iteration 12Q: 3 clusters Score -212744.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4226 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -212745.718750 Penalty: 808.851807 Iteration 13Q: 3 clusters Score -212745.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -212745.718750 Penalty: 808.851807 Iteration 14Q: 3 clusters Score -212745.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -212745.734375 Penalty: 808.851807 Iteration 15Q: 3 clusters Score -212745.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -212746.609375 Penalty: 808.851807 Iteration 16Q: 3 clusters Score -212746.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -212746.609375 Penalty: 808.851807 Iteration 17F: 3 clusters Score -212746.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 503 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 5264 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 11882 members Mstep: Class 9 contains 4068 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 2233 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 4223 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 10487 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 23160 members Mstep: Class 21 contains 1293 members Mstep: Class 22 contains 15615 members Mstep: Class 23 contains 3025 members Entering Unmasked Estep Score: -9323644.000000 Penalty: 13335.899414 Splitting cluster 14 changes total score from -9311668.000000 to -9323644.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 15 (1897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Entering Unmasked Estep Score: -56831.347656 Penalty: 343.435303 Iteration 0F: 2 clusters Score -56831.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -55417.980469 Penalty: 686.870605 Iteration 0F: 3 clusters Score -55417.98 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -55828.785156 Penalty: 686.870605 Iteration 1F: 3 clusters Score -55828.79 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -55908.164062 Penalty: 686.870605 Iteration 2F: 3 clusters Score -55908.16 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -55995.910156 Penalty: 686.870605 Iteration 3F: 3 clusters Score -55995.91 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -56085.531250 Penalty: 686.870605 Iteration 4F: 3 clusters Score -56085.53 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -56175.074219 Penalty: 686.870605 Iteration 5F: 3 clusters Score -56175.07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -56260.113281 Penalty: 686.870605 Iteration 6F: 3 clusters Score -56260.11 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -56328.800781 Penalty: 686.870605 Iteration 7Q: 3 clusters Score -56328.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -56375.917969 Penalty: 686.870605 Iteration 8Q: 3 clusters Score -56375.92 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -56417.953125 Penalty: 686.870605 Iteration 9Q: 3 clusters Score -56417.95 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -56445.019531 Penalty: 686.870605 Iteration 10Q: 3 clusters Score -56445.02 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -56467.750000 Penalty: 686.870605 Iteration 11Q: 3 clusters Score -56467.75 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -56480.160156 Penalty: 686.870605 Iteration 12Q: 3 clusters Score -56480.16 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -56489.648438 Penalty: 686.870605 Iteration 13Q: 3 clusters Score -56489.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -56498.347656 Penalty: 686.870605 Iteration 14Q: 3 clusters Score -56498.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -56504.265625 Penalty: 686.870605 Iteration 15Q: 3 clusters Score -56504.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -56508.902344 Penalty: 686.870605 Iteration 16Q: 3 clusters Score -56508.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -56511.785156 Penalty: 686.870605 Iteration 17Q: 3 clusters Score -56511.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -56513.253906 Penalty: 686.870605 Iteration 18Q: 3 clusters Score -56513.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -56513.761719 Penalty: 686.870605 Iteration 19Q: 3 clusters Score -56513.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -56513.949219 Penalty: 686.870605 Iteration 20F: 3 clusters Score -56513.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Entering Unmasked Estep Score: -16077.961914 Penalty: 295.945099 Iteration 0F: 2 clusters Score -16077.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -15487.323242 Penalty: 591.890198 Iteration 0F: 3 clusters Score -15487.32 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -15686.157227 Penalty: 591.890198 Iteration 1F: 3 clusters Score -15686.16 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -15732.065430 Penalty: 591.890198 Iteration 2F: 3 clusters Score -15732.07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -15777.306641 Penalty: 591.890198 Iteration 3F: 3 clusters Score -15777.31 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -15803.974609 Penalty: 591.890198 Iteration 4F: 3 clusters Score -15803.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -15828.841797 Penalty: 591.890198 Iteration 5Q: 3 clusters Score -15828.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -15854.049805 Penalty: 591.890198 Iteration 6Q: 3 clusters Score -15854.05 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -15876.496094 Penalty: 591.890198 Iteration 7Q: 3 clusters Score -15876.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -15896.227539 Penalty: 591.890198 Iteration 8Q: 3 clusters Score -15896.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -15931.351562 Penalty: 591.890198 Iteration 9Q: 3 clusters Score -15931.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -15945.129883 Penalty: 591.890198 Iteration 10Q: 3 clusters Score -15945.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -15958.737305 Penalty: 591.890198 Iteration 11Q: 3 clusters Score -15958.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -15975.475586 Penalty: 591.890198 Iteration 12Q: 3 clusters Score -15975.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -15989.804688 Penalty: 591.890198 Iteration 13Q: 3 clusters Score -15989.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -16001.730469 Penalty: 591.890198 Iteration 14Q: 3 clusters Score -16001.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -16007.411133 Penalty: 591.890198 Iteration 15Q: 3 clusters Score -16007.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -16013.841797 Penalty: 591.890198 Iteration 16Q: 3 clusters Score -16013.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -16014.921875 Penalty: 591.890198 Iteration 17Q: 3 clusters Score -16014.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -16014.921875 Penalty: 591.890198 Iteration 18F: 3 clusters Score -16014.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (10487 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10487 members Entering Unmasked Estep Score: -277401.968750 Penalty: 421.234070 Iteration 0F: 2 clusters Score -277402 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5212 members Mstep: Class 2 contains 5275 members Entering Unmasked Estep Score: -270446.750000 Penalty: 842.468140 Iteration 0F: 3 clusters Score -270446.8 nChanged 4882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4966 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -274137.093750 Penalty: 842.468140 Iteration 1F: 3 clusters Score -274137.1 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -275169.875000 Penalty: 842.468140 Iteration 2F: 3 clusters Score -275169.9 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 6074 members Entering Unmasked Estep Score: -276190.656250 Penalty: 842.468140 Iteration 3F: 3 clusters Score -276190.7 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4016 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -276906.437500 Penalty: 842.468140 Iteration 4F: 3 clusters Score -276906.4 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -277242.718750 Penalty: 842.468140 Iteration 5F: 3 clusters Score -277242.7 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 7068 members Entering Unmasked Estep Score: -277466.968750 Penalty: 842.468140 Iteration 6Q: 3 clusters Score -277467 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -277624.093750 Penalty: 842.468140 Iteration 7Q: 3 clusters Score -277624.1 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2962 members Mstep: Class 2 contains 7525 members Entering Unmasked Estep Score: -277771.937500 Penalty: 842.468140 Iteration 8Q: 3 clusters Score -277771.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -278012.312500 Penalty: 842.468140 Iteration 9Q: 3 clusters Score -278012.3 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -278387.312500 Penalty: 842.468140 Iteration 10Q: 3 clusters Score -278387.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -278715.250000 Penalty: 842.468140 Iteration 11Q: 3 clusters Score -278715.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -278839.656250 Penalty: 842.468140 Iteration 12Q: 3 clusters Score -278839.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 8082 members Entering Unmasked Estep Score: -278896.968750 Penalty: 842.468140 Iteration 13Q: 3 clusters Score -278897 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 8069 members Entering Unmasked Estep Score: -278935.218750 Penalty: 842.468140 Iteration 14Q: 3 clusters Score -278935.2 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -278959.343750 Penalty: 842.468140 Iteration 15Q: 3 clusters Score -278959.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 8045 members Entering Unmasked Estep Score: -278970.093750 Penalty: 842.468140 Iteration 16Q: 3 clusters Score -278970.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -278975.562500 Penalty: 842.468140 Iteration 17Q: 3 clusters Score -278975.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -278977.593750 Penalty: 842.468140 Iteration 18Q: 3 clusters Score -278977.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -278981.125000 Penalty: 842.468140 Iteration 19Q: 3 clusters Score -278981.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 8016 members Entering Unmasked Estep Score: -278985.375000 Penalty: 842.468140 Iteration 20F: 3 clusters Score -278985.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 8009 members Entering Unmasked Estep Score: -278987.187500 Penalty: 842.468140 Iteration 21Q: 3 clusters Score -278987.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 8002 members Entering Unmasked Estep Score: -278988.468750 Penalty: 842.468140 Iteration 22Q: 3 clusters Score -278988.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -278989.781250 Penalty: 842.468140 Iteration 23Q: 3 clusters Score -278989.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -278990.437500 Penalty: 842.468140 Iteration 24Q: 3 clusters Score -278990.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -278990.500000 Penalty: 842.468140 Iteration 25Q: 3 clusters Score -278990.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -278990.656250 Penalty: 842.468140 Iteration 26Q: 3 clusters Score -278990.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -278991.656250 Penalty: 842.468140 Iteration 27Q: 3 clusters Score -278991.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 7969 members Entering Unmasked Estep Score: -278991.062500 Penalty: 842.468140 Iteration 28Q: 3 clusters Score -278991.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -278990.968750 Penalty: 842.468140 Iteration 29Q: 3 clusters Score -278991 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -278990.968750 Penalty: 842.468140 Iteration 30Q: 3 clusters Score -278991 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 7966 members Entering Unmasked Estep Score: -278990.968750 Penalty: 842.468140 Iteration 31F: 3 clusters Score -278991 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 503 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 5264 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 11882 members Mstep: Class 9 contains 4068 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 2233 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 4223 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 2521 members Mstep: Class 18 contains 1372 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 23160 members Mstep: Class 21 contains 1293 members Mstep: Class 22 contains 15615 members Mstep: Class 23 contains 3025 members Mstep: Class 24 contains 7966 members Entering Unmasked Estep Score: -9325051.000000 Penalty: 13915.721680 Splitting cluster 17 changes total score from -9311668.000000 to -9325051.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 18 (1372 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Entering Unmasked Estep Score: -25335.955078 Penalty: 328.693115 Iteration 0F: 2 clusters Score -25335.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -24368.736328 Penalty: 657.386230 Iteration 0F: 3 clusters Score -24368.74 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -24966.015625 Penalty: 657.386230 Iteration 1F: 3 clusters Score -24966.02 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -25216.763672 Penalty: 657.386230 Iteration 2F: 3 clusters Score -25216.76 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -25359.605469 Penalty: 657.386230 Iteration 3F: 3 clusters Score -25359.61 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -25441.734375 Penalty: 657.386230 Iteration 4F: 3 clusters Score -25441.73 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -25474.351562 Penalty: 657.386230 Iteration 5Q: 3 clusters Score -25474.35 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -25493.087891 Penalty: 657.386230 Iteration 6Q: 3 clusters Score -25493.09 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -25534.583984 Penalty: 657.386230 Iteration 7Q: 3 clusters Score -25534.58 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -25650.130859 Penalty: 657.386230 Iteration 8Q: 3 clusters Score -25650.13 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -25733.878906 Penalty: 657.386230 Iteration 9Q: 3 clusters Score -25733.88 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -25753.078125 Penalty: 657.386230 Iteration 10Q: 3 clusters Score -25753.08 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -25773.283203 Penalty: 657.386230 Iteration 11Q: 3 clusters Score -25773.28 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -25790.087891 Penalty: 657.386230 Iteration 12Q: 3 clusters Score -25790.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -25800.693359 Penalty: 657.386230 Iteration 13Q: 3 clusters Score -25800.69 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -25806.693359 Penalty: 657.386230 Iteration 14Q: 3 clusters Score -25806.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -25808.583984 Penalty: 657.386230 Iteration 15Q: 3 clusters Score -25808.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -25811.587891 Penalty: 657.386230 Iteration 16Q: 3 clusters Score -25811.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -25816.001953 Penalty: 657.386230 Iteration 17Q: 3 clusters Score -25816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -25823.857422 Penalty: 657.386230 Iteration 18Q: 3 clusters Score -25823.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -25832.593750 Penalty: 657.386230 Iteration 19Q: 3 clusters Score -25832.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -25840.638672 Penalty: 657.386230 Iteration 20F: 3 clusters Score -25840.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -25848.822266 Penalty: 657.386230 Iteration 21Q: 3 clusters Score -25848.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -25850.291016 Penalty: 657.386230 Iteration 22Q: 3 clusters Score -25850.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -25850.443359 Penalty: 657.386230 Iteration 23Q: 3 clusters Score -25850.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -25850.443359 Penalty: 657.386230 Iteration 24F: 3 clusters Score -25850.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 503 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 5264 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 11882 members Mstep: Class 9 contains 4068 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 2233 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 4223 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 2521 members Mstep: Class 18 contains 564 members Mstep: Class 19 contains 3853 members Mstep: Class 20 contains 23160 members Mstep: Class 21 contains 1293 members Mstep: Class 22 contains 15615 members Mstep: Class 23 contains 3025 members Mstep: Class 24 contains 7966 members Mstep: Class 25 contains 808 members Entering Unmasked Estep Score: -9325310.000000 Penalty: 14495.542969 Splitting cluster 18 changes total score from -9311668.000000 to -9325310.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 19 (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: -114041.375000 Penalty: 375.675629 Iteration 0F: 2 clusters Score -114041.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -111385.601562 Penalty: 751.351257 Iteration 0F: 3 clusters Score -111385.6 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -112328.843750 Penalty: 751.351257 Iteration 1F: 3 clusters Score -112328.8 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -112399.992188 Penalty: 751.351257 Iteration 2F: 3 clusters Score -112400 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -112468.687500 Penalty: 751.351257 Iteration 3Q: 3 clusters Score -112468.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -112539.882812 Penalty: 751.351257 Iteration 4Q: 3 clusters Score -112539.9 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -112628.335938 Penalty: 751.351257 Iteration 5Q: 3 clusters Score -112628.3 nChanged 179 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: -112730.789062 Penalty: 751.351257 Iteration 6Q: 3 clusters Score -112730.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -112880.320312 Penalty: 751.351257 Iteration 7F: 3 clusters Score -112880.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -113021.476562 Penalty: 751.351257 Iteration 8Q: 3 clusters Score -113021.5 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -113137.585938 Penalty: 751.351257 Iteration 9Q: 3 clusters Score -113137.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -113231.898438 Penalty: 751.351257 Iteration 10Q: 3 clusters Score -113231.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -113314.140625 Penalty: 751.351257 Iteration 11Q: 3 clusters Score -113314.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -113372.453125 Penalty: 751.351257 Iteration 12Q: 3 clusters Score -113372.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -113423.500000 Penalty: 751.351257 Iteration 13Q: 3 clusters Score -113423.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -113460.632812 Penalty: 751.351257 Iteration 14Q: 3 clusters Score -113460.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -113485.531250 Penalty: 751.351257 Iteration 15Q: 3 clusters Score -113485.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3025 members Entering Unmasked Estep Score: -113504.531250 Penalty: 751.351257 Iteration 16Q: 3 clusters Score -113504.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -113526.867188 Penalty: 751.351257 Iteration 17Q: 3 clusters Score -113526.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -113545.898438 Penalty: 751.351257 Iteration 18Q: 3 clusters Score -113545.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -113554.968750 Penalty: 751.351257 Iteration 19Q: 3 clusters Score -113555 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -113562.968750 Penalty: 751.351257 Iteration 20F: 3 clusters Score -113563 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -113568.046875 Penalty: 751.351257 Iteration 21Q: 3 clusters Score -113568 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -113570.695312 Penalty: 751.351257 Iteration 22Q: 3 clusters Score -113570.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -113572.781250 Penalty: 751.351257 Iteration 23Q: 3 clusters Score -113572.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -113575.296875 Penalty: 751.351257 Iteration 24Q: 3 clusters Score -113575.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -113578.687500 Penalty: 751.351257 Iteration 25Q: 3 clusters Score -113578.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -113581.937500 Penalty: 751.351257 Iteration 26Q: 3 clusters Score -113581.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -113585.406250 Penalty: 751.351257 Iteration 27Q: 3 clusters Score -113585.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -113589.593750 Penalty: 751.351257 Iteration 28Q: 3 clusters Score -113589.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -113592.765625 Penalty: 751.351257 Iteration 29Q: 3 clusters Score -113592.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3254 members Entering Unmasked Estep Score: -113595.265625 Penalty: 751.351257 Iteration 30Q: 3 clusters Score -113595.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -113597.164062 Penalty: 751.351257 Iteration 31Q: 3 clusters Score -113597.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -113598.820312 Penalty: 751.351257 Iteration 32Q: 3 clusters Score -113598.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -113599.945312 Penalty: 751.351257 Iteration 33Q: 3 clusters Score -113599.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -113601.414062 Penalty: 751.351257 Iteration 34Q: 3 clusters Score -113601.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -113604.460938 Penalty: 751.351257 Iteration 35Q: 3 clusters Score -113604.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -113606.359375 Penalty: 751.351257 Iteration 36Q: 3 clusters Score -113606.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -113607.875000 Penalty: 751.351257 Iteration 37Q: 3 clusters Score -113607.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -113609.101562 Penalty: 751.351257 Iteration 38Q: 3 clusters Score -113609.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -113609.773438 Penalty: 751.351257 Iteration 39Q: 3 clusters Score -113609.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -113610.460938 Penalty: 751.351257 Iteration 40F: 3 clusters Score -113610.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -113610.437500 Penalty: 751.351257 Iteration 41Q: 3 clusters Score -113610.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -113610.781250 Penalty: 751.351257 Iteration 42Q: 3 clusters Score -113610.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -113612.234375 Penalty: 751.351257 Iteration 43Q: 3 clusters Score -113612.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3345 members Entering Unmasked Estep Score: -113613.351562 Penalty: 751.351257 Iteration 44Q: 3 clusters Score -113613.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -113614.023438 Penalty: 751.351257 Iteration 45Q: 3 clusters Score -113614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3352 members Entering Unmasked Estep Score: -113615.359375 Penalty: 751.351257 Iteration 46Q: 3 clusters Score -113615.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -113617.242188 Penalty: 751.351257 Iteration 47Q: 3 clusters Score -113617.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -113620.343750 Penalty: 751.351257 Iteration 48Q: 3 clusters Score -113620.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -113623.171875 Penalty: 751.351257 Iteration 49Q: 3 clusters Score -113623.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -113625.562500 Penalty: 751.351257 Iteration 50Q: 3 clusters Score -113625.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -113629.015625 Penalty: 751.351257 Iteration 51Q: 3 clusters Score -113629 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -113631.460938 Penalty: 751.351257 Iteration 52Q: 3 clusters Score -113631.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -113632.804688 Penalty: 751.351257 Iteration 53Q: 3 clusters Score -113632.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 3407 members Entering Unmasked Estep Score: -113633.500000 Penalty: 751.351257 Iteration 54Q: 3 clusters Score -113633.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -113634.515625 Penalty: 751.351257 Iteration 55Q: 3 clusters Score -113634.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -113635.437500 Penalty: 751.351257 Iteration 56Q: 3 clusters Score -113635.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -113635.843750 Penalty: 751.351257 Iteration 57Q: 3 clusters Score -113635.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -113635.843750 Penalty: 751.351257 Iteration 58F: 3 clusters Score -113635.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221525 members Mstep: Class 2 contains 14386 members Mstep: Class 3 contains 4237 members Mstep: Class 5 contains 1360 members Mstep: Class 6 contains 5264 members Mstep: Class 7 contains 1448 members Mstep: Class 8 contains 11882 members Mstep: Class 10 contains 1285 members Mstep: Class 11 contains 2233 members Mstep: Class 12 contains 1404 members Mstep: Class 13 contains 7053 members Mstep: Class 14 contains 4223 members Mstep: Class 15 contains 1897 members Mstep: Class 16 contains 668 members Mstep: Class 17 contains 2521 members Mstep: Class 18 contains 564 members Mstep: Class 19 contains 3853 members Entering Unmasked Estep ConsiderDeletion Score: -9328107.000000 Penalty: 14495.542969 Iteration 39Q: 26 clusters Score -9328107 nChanged 2950 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 221798 members Mstep: Class 2 contains 14569 members Mstep: Class 3 contains 4237 members Mstep: Class 4 contains 706 members Mstep: Class 5 contains 1539 members Mstep: Class 6 contains 5547 members Mstep: Class 7 contains 1439 members Mstep: Class 8 contains 11890 members Mstep: Class 9 contains 4032 members Mstep: Class 10 contains 1384 members Mstep: Class 11 contains 2237 members Mstep: Class 12 contains 1436 members Mstep: Class 13 contains 7075 members Mstep: Class 14 contains 4320 members Mstep: Class 15 contains 1648 members Mstep: Class 16 contains 662 members Mstep: Class 17 contains 2619 members Mstep: Class 18 contains 619 members Mstep: Class 19 contains 3859 members Mstep: Class 20 contains 22399 members Mstep: Class 21 contains 1145 members Mstep: Class 22 contains 15492 members Mstep: Class 23 contains 2962 members Mstep: Class 24 contains 7931 members Mstep: Class 25 contains 696 members Entering Unmasked Estep ConsiderDeletion Score: -9330626.000000 Penalty: 14495.542969 Iteration 40F: 26 clusters Score -9330626 nChanged 2477 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 221830 members Mstep: Class 2 contains 14450 members Mstep: Class 3 contains 4227 members Mstep: Class 4 contains 910 members Mstep: Class 5 contains 1499 members Mstep: Class 6 contains 5640 members Mstep: Class 7 contains 1459 members Mstep: Class 8 contains 11877 members Mstep: Class 9 contains 4193 members Mstep: Class 10 contains 1399 members Mstep: Class 11 contains 2238 members Mstep: Class 12 contains 1558 members Mstep: Class 13 contains 7054 members Mstep: Class 14 contains 4205 members Mstep: Class 15 contains 1476 members Mstep: Class 16 contains 640 members Mstep: Class 17 contains 2597 members Mstep: Class 18 contains 620 members Mstep: Class 19 contains 3798 members Mstep: Class 20 contains 22338 members Mstep: Class 21 contains 1168 members Mstep: Class 22 contains 15446 members Mstep: Class 23 contains 3007 members Mstep: Class 24 contains 7928 members Mstep: Class 25 contains 688 members Entering Unmasked Estep ConsiderDeletion Score: -9331598.000000 Penalty: 14495.542969 Iteration 41Q: 26 clusters Score -9331598 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 221860 members Mstep: Class 2 contains 14369 members Mstep: Class 3 contains 4216 members Mstep: Class 4 contains 1098 members Mstep: Class 5 contains 1484 members Mstep: Class 6 contains 5698 members Mstep: Class 7 contains 1475 members Mstep: Class 8 contains 11854 members Mstep: Class 9 contains 4299 members Mstep: Class 10 contains 1404 members Mstep: Class 11 contains 2246 members Mstep: Class 12 contains 1655 members Mstep: Class 13 contains 7047 members Mstep: Class 14 contains 4111 members Mstep: Class 15 contains 1380 members Mstep: Class 16 contains 627 members Mstep: Class 17 contains 2575 members Mstep: Class 18 contains 619 members Mstep: Class 19 contains 3752 members Mstep: Class 20 contains 22254 members Mstep: Class 21 contains 1177 members Mstep: Class 22 contains 15366 members Mstep: Class 23 contains 3052 members Mstep: Class 24 contains 7942 members Mstep: Class 25 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -9332242.000000 Penalty: 14495.542969 Iteration 42Q: 26 clusters Score -9332242 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 221872 members Mstep: Class 2 contains 14303 members Mstep: Class 3 contains 4203 members Mstep: Class 4 contains 1310 members Mstep: Class 5 contains 1474 members Mstep: Class 6 contains 5745 members Mstep: Class 7 contains 1492 members Mstep: Class 8 contains 11819 members Mstep: Class 9 contains 4378 members Mstep: Class 10 contains 1412 members Mstep: Class 11 contains 2252 members Mstep: Class 12 contains 1738 members Mstep: Class 13 contains 7045 members Mstep: Class 14 contains 4043 members Mstep: Class 15 contains 1310 members Mstep: Class 16 contains 616 members Mstep: Class 17 contains 2562 members Mstep: Class 18 contains 615 members Mstep: Class 19 contains 3718 members Mstep: Class 20 contains 22135 members Mstep: Class 21 contains 1197 members Mstep: Class 22 contains 15288 members Mstep: Class 23 contains 3084 members Mstep: Class 24 contains 7956 members Mstep: Class 25 contains 681 members Entering Unmasked Estep ConsiderDeletion Score: -9332772.000000 Penalty: 14495.542969 Iteration 43Q: 26 clusters Score -9332772 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221871 members Mstep: Class 2 contains 14263 members Mstep: Class 3 contains 4195 members Mstep: Class 4 contains 1519 members Mstep: Class 5 contains 1474 members Mstep: Class 6 contains 5759 members Mstep: Class 7 contains 1513 members Mstep: Class 8 contains 11774 members Mstep: Class 9 contains 4441 members Mstep: Class 10 contains 1407 members Mstep: Class 11 contains 2257 members Mstep: Class 12 contains 1802 members Mstep: Class 13 contains 7049 members Mstep: Class 14 contains 3995 members Mstep: Class 15 contains 1266 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2560 members Mstep: Class 18 contains 613 members Mstep: Class 19 contains 3693 members Mstep: Class 20 contains 22050 members Mstep: Class 21 contains 1203 members Mstep: Class 22 contains 15181 members Mstep: Class 23 contains 3111 members Mstep: Class 24 contains 7965 members Mstep: Class 25 contains 681 members Entering Unmasked Estep ConsiderDeletion Score: -9333193.000000 Penalty: 14495.542969 Iteration 44Q: 26 clusters Score -9333193 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221864 members Mstep: Class 2 contains 14236 members Mstep: Class 3 contains 4184 members Mstep: Class 4 contains 1720 members Mstep: Class 5 contains 1466 members Mstep: Class 6 contains 5772 members Mstep: Class 7 contains 1539 members Mstep: Class 8 contains 11742 members Mstep: Class 9 contains 4482 members Mstep: Class 10 contains 1399 members Mstep: Class 11 contains 2266 members Mstep: Class 12 contains 1855 members Mstep: Class 13 contains 7054 members Mstep: Class 14 contains 3946 members Mstep: Class 15 contains 1246 members Mstep: Class 16 contains 600 members Mstep: Class 17 contains 2566 members Mstep: Class 18 contains 605 members Mstep: Class 19 contains 3666 members Mstep: Class 20 contains 21966 members Mstep: Class 21 contains 1205 members Mstep: Class 22 contains 15078 members Mstep: Class 23 contains 3142 members Mstep: Class 24 contains 7971 members Mstep: Class 25 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -9333531.000000 Penalty: 14495.542969 Iteration 45Q: 26 clusters Score -9333531 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221850 members Mstep: Class 2 contains 14212 members Mstep: Class 3 contains 4182 members Mstep: Class 4 contains 1920 members Mstep: Class 5 contains 1414 members Mstep: Class 6 contains 5784 members Mstep: Class 7 contains 1562 members Mstep: Class 8 contains 11729 members Mstep: Class 9 contains 4516 members Mstep: Class 10 contains 1388 members Mstep: Class 11 contains 2275 members Mstep: Class 12 contains 1893 members Mstep: Class 13 contains 7060 members Mstep: Class 14 contains 3902 members Mstep: Class 15 contains 1236 members Mstep: Class 16 contains 599 members Mstep: Class 17 contains 2567 members Mstep: Class 18 contains 603 members Mstep: Class 19 contains 3653 members Mstep: Class 20 contains 21900 members Mstep: Class 21 contains 1209 members Mstep: Class 22 contains 14960 members Mstep: Class 23 contains 3176 members Mstep: Class 24 contains 7978 members Mstep: Class 25 contains 681 members Entering Unmasked Estep ConsiderDeletion Score: -9333778.000000 Penalty: 14495.542969 Iteration 46Q: 26 clusters Score -9333778 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221845 members Mstep: Class 2 contains 14196 members Mstep: Class 3 contains 4182 members Mstep: Class 4 contains 2134 members Mstep: Class 5 contains 1356 members Mstep: Class 6 contains 5802 members Mstep: Class 7 contains 1591 members Mstep: Class 8 contains 11725 members Mstep: Class 9 contains 4532 members Mstep: Class 10 contains 1377 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 1920 members Mstep: Class 13 contains 7063 members Mstep: Class 14 contains 3859 members Mstep: Class 15 contains 1214 members Mstep: Class 16 contains 598 members Mstep: Class 17 contains 2559 members Mstep: Class 18 contains 607 members Mstep: Class 19 contains 3638 members Mstep: Class 20 contains 21842 members Mstep: Class 21 contains 1212 members Mstep: Class 22 contains 14842 members Mstep: Class 23 contains 3206 members Mstep: Class 24 contains 7985 members Mstep: Class 25 contains 683 members Entering Unmasked Estep ConsiderDeletion Score: -9334012.000000 Penalty: 14495.542969 Iteration 47Q: 26 clusters Score -9334012 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221849 members Mstep: Class 2 contains 14183 members Mstep: Class 3 contains 4181 members Mstep: Class 4 contains 2341 members Mstep: Class 5 contains 1313 members Mstep: Class 6 contains 5809 members Mstep: Class 7 contains 1614 members Mstep: Class 8 contains 11719 members Mstep: Class 9 contains 4552 members Mstep: Class 10 contains 1368 members Mstep: Class 11 contains 2287 members Mstep: Class 12 contains 1940 members Mstep: Class 13 contains 7066 members Mstep: Class 14 contains 3819 members Mstep: Class 15 contains 1191 members Mstep: Class 16 contains 592 members Mstep: Class 17 contains 2552 members Mstep: Class 18 contains 609 members Mstep: Class 19 contains 3623 members Mstep: Class 20 contains 21757 members Mstep: Class 21 contains 1222 members Mstep: Class 22 contains 14746 members Mstep: Class 23 contains 3238 members Mstep: Class 24 contains 7992 members Mstep: Class 25 contains 686 members Entering Unmasked Estep ConsiderDeletion Score: -9334206.000000 Penalty: 14495.542969 Iteration 48Q: 26 clusters Score -9334206 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221872 members Mstep: Class 2 contains 14176 members Mstep: Class 3 contains 4179 members Mstep: Class 4 contains 2537 members Mstep: Class 5 contains 1270 members Mstep: Class 6 contains 5805 members Mstep: Class 7 contains 1631 members Mstep: Class 8 contains 11720 members Mstep: Class 9 contains 4569 members Mstep: Class 10 contains 1362 members Mstep: Class 11 contains 2293 members Mstep: Class 12 contains 1955 members Mstep: Class 13 contains 7071 members Mstep: Class 14 contains 3767 members Mstep: Class 15 contains 1167 members Mstep: Class 16 contains 585 members Mstep: Class 17 contains 2548 members Mstep: Class 18 contains 613 members Mstep: Class 19 contains 3609 members Mstep: Class 20 contains 21695 members Mstep: Class 21 contains 1235 members Mstep: Class 22 contains 14639 members Mstep: Class 23 contains 3271 members Mstep: Class 24 contains 7995 members Mstep: Class 25 contains 685 members Entering Unmasked Estep ConsiderDeletion Score: -9334434.000000 Penalty: 14495.542969 Iteration 49Q: 26 clusters Score -9334434 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221880 members Mstep: Class 2 contains 14158 members Mstep: Class 3 contains 4177 members Mstep: Class 4 contains 2688 members Mstep: Class 5 contains 1246 members Mstep: Class 6 contains 5798 members Mstep: Class 7 contains 1650 members Mstep: Class 8 contains 11720 members Mstep: Class 9 contains 4586 members Mstep: Class 10 contains 1350 members Mstep: Class 11 contains 2299 members Mstep: Class 12 contains 1965 members Mstep: Class 13 contains 7079 members Mstep: Class 14 contains 3710 members Mstep: Class 15 contains 1155 members Mstep: Class 16 contains 582 members Mstep: Class 17 contains 2543 members Mstep: Class 18 contains 619 members Mstep: Class 19 contains 3600 members Mstep: Class 20 contains 21666 members Mstep: Class 21 contains 1246 members Mstep: Class 22 contains 14533 members Mstep: Class 23 contains 3312 members Mstep: Class 24 contains 7999 members Mstep: Class 25 contains 688 members Entering Unmasked Estep ConsiderDeletion Score: -9334547.000000 Penalty: 14495.542969 Iteration 50Q: 26 clusters Score -9334547 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221902 members Mstep: Class 2 contains 14142 members Mstep: Class 3 contains 4173 members Mstep: Class 4 contains 2846 members Mstep: Class 5 contains 1219 members Mstep: Class 6 contains 5778 members Mstep: Class 7 contains 1658 members Mstep: Class 8 contains 11723 members Mstep: Class 9 contains 4606 members Mstep: Class 10 contains 1343 members Mstep: Class 11 contains 2302 members Mstep: Class 12 contains 1977 members Mstep: Class 13 contains 7080 members Mstep: Class 14 contains 3662 members Mstep: Class 15 contains 1139 members Mstep: Class 16 contains 580 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 624 members Mstep: Class 19 contains 3591 members Mstep: Class 20 contains 21644 members Mstep: Class 21 contains 1254 members Mstep: Class 22 contains 14425 members Mstep: Class 23 contains 3351 members Mstep: Class 24 contains 8001 members Mstep: Class 25 contains 688 members Entering Unmasked Estep ConsiderDeletion Score: -9334665.000000 Penalty: 14495.542969 Iteration 51Q: 26 clusters Score -9334665 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221924 members Mstep: Class 2 contains 14129 members Mstep: Class 3 contains 4171 members Mstep: Class 4 contains 2973 members Mstep: Class 5 contains 1206 members Mstep: Class 6 contains 5756 members Mstep: Class 7 contains 1664 members Mstep: Class 8 contains 11726 members Mstep: Class 9 contains 4622 members Mstep: Class 10 contains 1336 members Mstep: Class 11 contains 2302 members Mstep: Class 12 contains 1993 members Mstep: Class 13 contains 7084 members Mstep: Class 14 contains 3608 members Mstep: Class 15 contains 1121 members Mstep: Class 16 contains 575 members Mstep: Class 17 contains 2533 members Mstep: Class 18 contains 628 members Mstep: Class 19 contains 3587 members Mstep: Class 20 contains 21633 members Mstep: Class 21 contains 1264 members Mstep: Class 22 contains 14328 members Mstep: Class 23 contains 3394 members Mstep: Class 24 contains 8004 members Mstep: Class 25 contains 688 members Entering Unmasked Estep ConsiderDeletion Score: -9334784.000000 Penalty: 14495.542969 Iteration 52Q: 26 clusters Score -9334784 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221923 members Mstep: Class 2 contains 14121 members Mstep: Class 3 contains 4170 members Mstep: Class 4 contains 3098 members Mstep: Class 5 contains 1192 members Mstep: Class 6 contains 5733 members Mstep: Class 7 contains 1685 members Mstep: Class 8 contains 11731 members Mstep: Class 9 contains 4630 members Mstep: Class 10 contains 1330 members Mstep: Class 11 contains 2303 members Mstep: Class 12 contains 2001 members Mstep: Class 13 contains 7082 members Mstep: Class 14 contains 3558 members Mstep: Class 15 contains 1110 members Mstep: Class 16 contains 570 members Mstep: Class 17 contains 2531 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3579 members Mstep: Class 20 contains 21616 members Mstep: Class 21 contains 1277 members Mstep: Class 22 contains 14248 members Mstep: Class 23 contains 3436 members Mstep: Class 24 contains 8006 members Mstep: Class 25 contains 685 members Entering Unmasked Estep ConsiderDeletion Score: -9334911.000000 Penalty: 14495.542969 Iteration 53Q: 26 clusters Score -9334911 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221915 members Mstep: Class 2 contains 14119 members Mstep: Class 3 contains 4170 members Mstep: Class 4 contains 3215 members Mstep: Class 5 contains 1191 members Mstep: Class 6 contains 5705 members Mstep: Class 7 contains 1712 members Mstep: Class 8 contains 11734 members Mstep: Class 9 contains 4640 members Mstep: Class 10 contains 1325 members Mstep: Class 11 contains 2302 members Mstep: Class 12 contains 2007 members Mstep: Class 13 contains 7082 members Mstep: Class 14 contains 3513 members Mstep: Class 15 contains 1107 members Mstep: Class 16 contains 560 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 637 members Mstep: Class 19 contains 3576 members Mstep: Class 20 contains 21577 members Mstep: Class 21 contains 1288 members Mstep: Class 22 contains 14183 members Mstep: Class 23 contains 3473 members Mstep: Class 24 contains 8009 members Mstep: Class 25 contains 680 members Entering Unmasked Estep ConsiderDeletion Score: -9335035.000000 Penalty: 14495.542969 Iteration 54Q: 26 clusters Score -9335035 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221915 members Mstep: Class 2 contains 14106 members Mstep: Class 3 contains 4169 members Mstep: Class 4 contains 3331 members Mstep: Class 5 contains 1191 members Mstep: Class 6 contains 5683 members Mstep: Class 7 contains 1741 members Mstep: Class 8 contains 11736 members Mstep: Class 9 contains 4649 members Mstep: Class 10 contains 1322 members Mstep: Class 11 contains 2302 members Mstep: Class 12 contains 2018 members Mstep: Class 13 contains 7083 members Mstep: Class 14 contains 3467 members Mstep: Class 15 contains 1096 members Mstep: Class 16 contains 551 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 640 members Mstep: Class 19 contains 3575 members Mstep: Class 20 contains 21536 members Mstep: Class 21 contains 1291 members Mstep: Class 22 contains 14115 members Mstep: Class 23 contains 3515 members Mstep: Class 24 contains 8010 members Mstep: Class 25 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -9335093.000000 Penalty: 14495.542969 Iteration 55Q: 26 clusters Score -9335093 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221917 members Mstep: Class 2 contains 14089 members Mstep: Class 3 contains 4169 members Mstep: Class 4 contains 3399 members Mstep: Class 5 contains 1191 members Mstep: Class 6 contains 5656 members Mstep: Class 7 contains 1771 members Mstep: Class 8 contains 11736 members Mstep: Class 9 contains 4659 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2303 members Mstep: Class 12 contains 2019 members Mstep: Class 13 contains 7086 members Mstep: Class 14 contains 3441 members Mstep: Class 15 contains 1085 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 2527 members Mstep: Class 18 contains 642 members Mstep: Class 19 contains 3571 members Mstep: Class 20 contains 21539 members Mstep: Class 21 contains 1295 members Mstep: Class 22 contains 14053 members Mstep: Class 23 contains 3547 members Mstep: Class 24 contains 8011 members Mstep: Class 25 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -9335158.000000 Penalty: 14495.542969 Iteration 56Q: 26 clusters Score -9335158 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221919 members Mstep: Class 2 contains 14081 members Mstep: Class 3 contains 4169 members Mstep: Class 4 contains 3472 members Mstep: Class 5 contains 1189 members Mstep: Class 6 contains 5625 members Mstep: Class 7 contains 1788 members Mstep: Class 8 contains 11736 members Mstep: Class 9 contains 4664 members Mstep: Class 10 contains 1319 members Mstep: Class 11 contains 2301 members Mstep: Class 12 contains 2019 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 3410 members Mstep: Class 15 contains 1077 members Mstep: Class 16 contains 538 members Mstep: Class 17 contains 2527 members Mstep: Class 18 contains 643 members Mstep: Class 19 contains 3566 members Mstep: Class 20 contains 21546 members Mstep: Class 21 contains 1299 members Mstep: Class 22 contains 13997 members Mstep: Class 23 contains 3581 members Mstep: Class 24 contains 8011 members Mstep: Class 25 contains 679 members Entering Unmasked Estep ConsiderDeletion Score: -9335216.000000 Penalty: 14495.542969 Iteration 57Q: 26 clusters Score -9335216 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221933 members Mstep: Class 2 contains 14076 members Mstep: Class 3 contains 4169 members Mstep: Class 4 contains 3536 members Mstep: Class 5 contains 1188 members Mstep: Class 6 contains 5592 members Mstep: Class 7 contains 1798 members Mstep: Class 8 contains 11736 members Mstep: Class 9 contains 4669 members Mstep: Class 10 contains 1319 members Mstep: Class 11 contains 2298 members Mstep: Class 12 contains 2020 members Mstep: Class 13 contains 7093 members Mstep: Class 14 contains 3389 members Mstep: Class 15 contains 1064 members Mstep: Class 16 contains 535 members Mstep: Class 17 contains 2525 members Mstep: Class 18 contains 644 members Mstep: Class 19 contains 3563 members Mstep: Class 20 contains 21568 members Mstep: Class 21 contains 1305 members Mstep: Class 22 contains 13934 members Mstep: Class 23 contains 3607 members Mstep: Class 24 contains 8011 members Mstep: Class 25 contains 677 members Entering Unmasked Estep ConsiderDeletion Score: -9335276.000000 Penalty: 14495.542969 Iteration 58Q: 26 clusters Score -9335276 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221944 members Mstep: Class 2 contains 14075 members Mstep: Class 3 contains 4169 members Mstep: Class 4 contains 3578 members Mstep: Class 5 contains 1192 members Mstep: Class 6 contains 5559 members Mstep: Class 7 contains 1808 members Mstep: Class 8 contains 11736 members Mstep: Class 9 contains 4675 members Mstep: Class 10 contains 1319 members Mstep: Class 11 contains 2292 members Mstep: Class 12 contains 2020 members Mstep: Class 13 contains 7099 members Mstep: Class 14 contains 3364 members Mstep: Class 15 contains 1058 members Mstep: Class 16 contains 530 members Mstep: Class 17 contains 2524 members Mstep: Class 18 contains 643 members Mstep: Class 19 contains 3561 members Mstep: Class 20 contains 21598 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 13875 members Mstep: Class 23 contains 3633 members Mstep: Class 24 contains 8011 members Mstep: Class 25 contains 674 members Entering Unmasked Estep ConsiderDeletion Score: -9335285.000000 Penalty: 14495.542969 Iteration 59Q: 26 clusters Score -9335285 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 221968 members Mstep: Class 2 contains 14073 members Mstep: Class 3 contains 4169 members Mstep: Class 4 contains 3610 members Mstep: Class 5 contains 1193 members Mstep: Class 6 contains 5529 members Mstep: Class 7 contains 1808 members Mstep: Class 8 contains 11737 members Mstep: Class 9 contains 4678 members Mstep: Class 10 contains 1317 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2023 members Mstep: Class 13 contains 7104 members Mstep: Class 14 contains 3327 members Mstep: Class 15 contains 1051 members Mstep: Class 16 contains 526 members Mstep: Class 17 contains 2522 members Mstep: Class 18 contains 643 members Mstep: Class 19 contains 3558 members Mstep: Class 20 contains 21632 members Mstep: Class 21 contains 1312 members Mstep: Class 22 contains 13826 members Mstep: Class 23 contains 3670 members Mstep: Class 24 contains 8011 members Mstep: Class 25 contains 673 members Entering Unmasked Estep ConsiderDeletion Score: -9335512.000000 Penalty: 14495.542969 Iteration 60F: 26 clusters Score -9335512 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 221979 members Mstep: Class 2 contains 14067 members Mstep: Class 3 contains 4169 members Mstep: Class 4 contains 3759 members Mstep: Class 5 contains 1182 members Mstep: Class 6 contains 5501 members Mstep: Class 7 contains 1807 members Mstep: Class 8 contains 11699 members Mstep: Class 9 contains 4682 members Mstep: Class 10 contains 1314 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2027 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 3284 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 523 members Mstep: Class 17 contains 2523 members Mstep: Class 18 contains 643 members Mstep: Class 19 contains 3554 members Mstep: Class 20 contains 21601 members Mstep: Class 21 contains 1311 members Mstep: Class 22 contains 13792 members Mstep: Class 23 contains 3715 members Mstep: Class 24 contains 8011 members Mstep: Class 25 contains 667 members Entering Unmasked Estep ConsiderDeletion Score: -9335658.000000 Penalty: 14495.542969 Iteration 61Q: 26 clusters Score -9335658 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 221990 members Mstep: Class 2 contains 14063 members Mstep: Class 3 contains 4170 members Mstep: Class 4 contains 3903 members Mstep: Class 5 contains 1164 members Mstep: Class 6 contains 5464 members Mstep: Class 7 contains 1813 members Mstep: Class 8 contains 11666 members Mstep: Class 9 contains 4686 members Mstep: Class 10 contains 1316 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 2032 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 3243 members Mstep: Class 15 contains 1049 members Mstep: Class 16 contains 523 members Mstep: Class 17 contains 2524 members Mstep: Class 18 contains 642 members Mstep: Class 19 contains 3553 members Mstep: Class 20 contains 21555 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 13762 members Mstep: Class 23 contains 3765 members Mstep: Class 24 contains 8012 members Mstep: Class 25 contains 659 members Entering Unmasked Estep ConsiderDeletion Score: -9335781.000000 Penalty: 14495.542969 Iteration 62Q: 26 clusters Score -9335781 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222002 members Mstep: Class 2 contains 14062 members Mstep: Class 3 contains 4172 members Mstep: Class 4 contains 4049 members Mstep: Class 5 contains 1149 members Mstep: Class 6 contains 5427 members Mstep: Class 7 contains 1817 members Mstep: Class 8 contains 11639 members Mstep: Class 9 contains 4691 members Mstep: Class 10 contains 1316 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 2035 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 3213 members Mstep: Class 15 contains 1048 members Mstep: Class 16 contains 519 members Mstep: Class 17 contains 2526 members Mstep: Class 18 contains 639 members Mstep: Class 19 contains 3554 members Mstep: Class 20 contains 21517 members Mstep: Class 21 contains 1315 members Mstep: Class 22 contains 13716 members Mstep: Class 23 contains 3795 members Mstep: Class 24 contains 8013 members Mstep: Class 25 contains 652 members Entering Unmasked Estep ConsiderDeletion Score: -9335896.000000 Penalty: 14495.542969 Iteration 63Q: 26 clusters Score -9335896 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222014 members Mstep: Class 2 contains 14056 members Mstep: Class 3 contains 4172 members Mstep: Class 4 contains 4192 members Mstep: Class 5 contains 1128 members Mstep: Class 6 contains 5388 members Mstep: Class 7 contains 1816 members Mstep: Class 8 contains 11626 members Mstep: Class 9 contains 4700 members Mstep: Class 10 contains 1317 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 2036 members Mstep: Class 13 contains 7101 members Mstep: Class 14 contains 3187 members Mstep: Class 15 contains 1048 members Mstep: Class 16 contains 514 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 637 members Mstep: Class 19 contains 3554 members Mstep: Class 20 contains 21479 members Mstep: Class 21 contains 1315 members Mstep: Class 22 contains 13680 members Mstep: Class 23 contains 3816 members Mstep: Class 24 contains 8013 members Mstep: Class 25 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -9335945.000000 Penalty: 14495.542969 Iteration 64Q: 26 clusters Score -9335945 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222024 members Mstep: Class 2 contains 14054 members Mstep: Class 3 contains 4168 members Mstep: Class 4 contains 4327 members Mstep: Class 5 contains 1106 members Mstep: Class 6 contains 5352 members Mstep: Class 7 contains 1823 members Mstep: Class 8 contains 11623 members Mstep: Class 9 contains 4710 members Mstep: Class 10 contains 1318 members Mstep: Class 11 contains 2278 members Mstep: Class 12 contains 2038 members Mstep: Class 13 contains 7098 members Mstep: Class 14 contains 3161 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 507 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 637 members Mstep: Class 19 contains 3551 members Mstep: Class 20 contains 21438 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 13650 members Mstep: Class 23 contains 3836 members Mstep: Class 24 contains 8013 members Mstep: Class 25 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -9335990.000000 Penalty: 14495.542969 Iteration 65Q: 26 clusters Score -9335990 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222029 members Mstep: Class 2 contains 14053 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4437 members Mstep: Class 5 contains 1098 members Mstep: Class 6 contains 5330 members Mstep: Class 7 contains 1838 members Mstep: Class 8 contains 11625 members Mstep: Class 9 contains 4714 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2276 members Mstep: Class 12 contains 2035 members Mstep: Class 13 contains 7096 members Mstep: Class 14 contains 3132 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 495 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 3547 members Mstep: Class 20 contains 21394 members Mstep: Class 21 contains 1315 members Mstep: Class 22 contains 13622 members Mstep: Class 23 contains 3858 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 650 members Entering Unmasked Estep ConsiderDeletion Score: -9336058.000000 Penalty: 14495.542969 Iteration 66Q: 26 clusters Score -9336058 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222028 members Mstep: Class 2 contains 14049 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4534 members Mstep: Class 5 contains 1096 members Mstep: Class 6 contains 5312 members Mstep: Class 7 contains 1850 members Mstep: Class 8 contains 11626 members Mstep: Class 9 contains 4718 members Mstep: Class 10 contains 1322 members Mstep: Class 11 contains 2277 members Mstep: Class 12 contains 2043 members Mstep: Class 13 contains 7098 members Mstep: Class 14 contains 3109 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 487 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 3542 members Mstep: Class 20 contains 21343 members Mstep: Class 21 contains 1313 members Mstep: Class 22 contains 13593 members Mstep: Class 23 contains 3879 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -9336075.000000 Penalty: 14495.542969 Iteration 67Q: 26 clusters Score -9336075 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222029 members Mstep: Class 2 contains 14043 members Mstep: Class 3 contains 4158 members Mstep: Class 4 contains 4629 members Mstep: Class 5 contains 1091 members Mstep: Class 6 contains 5295 members Mstep: Class 7 contains 1861 members Mstep: Class 8 contains 11624 members Mstep: Class 9 contains 4723 members Mstep: Class 10 contains 1323 members Mstep: Class 11 contains 2279 members Mstep: Class 12 contains 2047 members Mstep: Class 13 contains 7099 members Mstep: Class 14 contains 3100 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 478 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 3539 members Mstep: Class 20 contains 21286 members Mstep: Class 21 contains 1315 members Mstep: Class 22 contains 13566 members Mstep: Class 23 contains 3892 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 649 members Entering Unmasked Estep ConsiderDeletion Score: -9336108.000000 Penalty: 14495.542969 Iteration 68Q: 26 clusters Score -9336108 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222016 members Mstep: Class 2 contains 14037 members Mstep: Class 3 contains 4158 members Mstep: Class 4 contains 4712 members Mstep: Class 5 contains 1090 members Mstep: Class 6 contains 5275 members Mstep: Class 7 contains 1878 members Mstep: Class 8 contains 11624 members Mstep: Class 9 contains 4729 members Mstep: Class 10 contains 1322 members Mstep: Class 11 contains 2279 members Mstep: Class 12 contains 2054 members Mstep: Class 13 contains 7100 members Mstep: Class 14 contains 3091 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 468 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3538 members Mstep: Class 20 contains 21236 members Mstep: Class 21 contains 1323 members Mstep: Class 22 contains 13546 members Mstep: Class 23 contains 3902 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 649 members Entering Unmasked Estep ConsiderDeletion Score: -9336175.000000 Penalty: 14495.542969 Iteration 69Q: 26 clusters Score -9336175 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222014 members Mstep: Class 2 contains 14035 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4788 members Mstep: Class 5 contains 1089 members Mstep: Class 6 contains 5256 members Mstep: Class 7 contains 1894 members Mstep: Class 8 contains 11624 members Mstep: Class 9 contains 4735 members Mstep: Class 10 contains 1322 members Mstep: Class 11 contains 2280 members Mstep: Class 12 contains 2059 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 3081 members Mstep: Class 15 contains 1047 members Mstep: Class 16 contains 454 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 636 members Mstep: Class 19 contains 3538 members Mstep: Class 20 contains 21197 members Mstep: Class 21 contains 1323 members Mstep: Class 22 contains 13522 members Mstep: Class 23 contains 3905 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -9336178.000000 Penalty: 14495.542969 Iteration 70Q: 26 clusters Score -9336178 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222009 members Mstep: Class 2 contains 14036 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4852 members Mstep: Class 5 contains 1087 members Mstep: Class 6 contains 5230 members Mstep: Class 7 contains 1909 members Mstep: Class 8 contains 11623 members Mstep: Class 9 contains 4742 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 2063 members Mstep: Class 13 contains 7103 members Mstep: Class 14 contains 3080 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 443 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 636 members Mstep: Class 19 contains 3538 members Mstep: Class 20 contains 21177 members Mstep: Class 21 contains 1325 members Mstep: Class 22 contains 13492 members Mstep: Class 23 contains 3909 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -9336208.000000 Penalty: 14495.542969 Iteration 71Q: 26 clusters Score -9336208 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222016 members Mstep: Class 2 contains 14034 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 4923 members Mstep: Class 5 contains 1090 members Mstep: Class 6 contains 5206 members Mstep: Class 7 contains 1915 members Mstep: Class 8 contains 11620 members Mstep: Class 9 contains 4745 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 2066 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 3077 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 434 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 3539 members Mstep: Class 20 contains 21147 members Mstep: Class 21 contains 1327 members Mstep: Class 22 contains 13468 members Mstep: Class 23 contains 3912 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 646 members Entering Unmasked Estep ConsiderDeletion Score: -9336205.000000 Penalty: 14495.542969 Iteration 72Q: 26 clusters Score -9336205 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222030 members Mstep: Class 2 contains 14031 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 1088 members Mstep: Class 6 contains 5177 members Mstep: Class 7 contains 1916 members Mstep: Class 8 contains 11620 members Mstep: Class 9 contains 4753 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2280 members Mstep: Class 12 contains 2068 members Mstep: Class 13 contains 7102 members Mstep: Class 14 contains 3078 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 423 members Mstep: Class 17 contains 2529 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 3540 members Mstep: Class 20 contains 21110 members Mstep: Class 21 contains 1327 members Mstep: Class 22 contains 13440 members Mstep: Class 23 contains 3915 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -9336224.000000 Penalty: 14495.542969 Iteration 73Q: 26 clusters Score -9336224 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222046 members Mstep: Class 2 contains 14029 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5068 members Mstep: Class 5 contains 1096 members Mstep: Class 6 contains 5165 members Mstep: Class 7 contains 1907 members Mstep: Class 8 contains 11618 members Mstep: Class 9 contains 4757 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2280 members Mstep: Class 12 contains 2067 members Mstep: Class 13 contains 7105 members Mstep: Class 14 contains 3072 members Mstep: Class 15 contains 1043 members Mstep: Class 16 contains 413 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 636 members Mstep: Class 19 contains 3539 members Mstep: Class 20 contains 21089 members Mstep: Class 21 contains 1330 members Mstep: Class 22 contains 13403 members Mstep: Class 23 contains 3917 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -9336249.000000 Penalty: 14495.542969 Iteration 74Q: 26 clusters Score -9336249 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222054 members Mstep: Class 2 contains 14025 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5120 members Mstep: Class 5 contains 1102 members Mstep: Class 6 contains 5156 members Mstep: Class 7 contains 1905 members Mstep: Class 8 contains 11616 members Mstep: Class 9 contains 4757 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 2067 members Mstep: Class 13 contains 7109 members Mstep: Class 14 contains 3071 members Mstep: Class 15 contains 1043 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 636 members Mstep: Class 19 contains 3536 members Mstep: Class 20 contains 21081 members Mstep: Class 21 contains 1335 members Mstep: Class 22 contains 13360 members Mstep: Class 23 contains 3919 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 648 members Entering Unmasked Estep ConsiderDeletion Score: -9336256.000000 Penalty: 14495.542969 Iteration 75Q: 26 clusters Score -9336256 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222067 members Mstep: Class 2 contains 14025 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5176 members Mstep: Class 5 contains 1107 members Mstep: Class 6 contains 5145 members Mstep: Class 7 contains 1901 members Mstep: Class 8 contains 11615 members Mstep: Class 9 contains 4759 members Mstep: Class 10 contains 1319 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 2066 members Mstep: Class 13 contains 7111 members Mstep: Class 14 contains 3070 members Mstep: Class 15 contains 1043 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 3531 members Mstep: Class 20 contains 21065 members Mstep: Class 21 contains 1336 members Mstep: Class 22 contains 13324 members Mstep: Class 23 contains 3918 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -9336278.000000 Penalty: 14495.542969 Iteration 76Q: 26 clusters Score -9336278 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222076 members Mstep: Class 2 contains 14023 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5224 members Mstep: Class 5 contains 1111 members Mstep: Class 6 contains 5137 members Mstep: Class 7 contains 1895 members Mstep: Class 8 contains 11615 members Mstep: Class 9 contains 4758 members Mstep: Class 10 contains 1319 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 2069 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 3066 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 3527 members Mstep: Class 20 contains 21049 members Mstep: Class 21 contains 1334 members Mstep: Class 22 contains 13301 members Mstep: Class 23 contains 3917 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -9336295.000000 Penalty: 14495.542969 Iteration 77Q: 26 clusters Score -9336295 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222085 members Mstep: Class 2 contains 14024 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5271 members Mstep: Class 5 contains 1119 members Mstep: Class 6 contains 5124 members Mstep: Class 7 contains 1887 members Mstep: Class 8 contains 11615 members Mstep: Class 9 contains 4759 members Mstep: Class 10 contains 1319 members Mstep: Class 11 contains 2281 members Mstep: Class 12 contains 2070 members Mstep: Class 13 contains 7115 members Mstep: Class 14 contains 3064 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 403 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3525 members Mstep: Class 20 contains 21024 members Mstep: Class 21 contains 1336 members Mstep: Class 22 contains 13285 members Mstep: Class 23 contains 3917 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -9336310.000000 Penalty: 14495.542969 Iteration 78Q: 26 clusters Score -9336310 nChanged 100 Entering ConstructFrom: Score: -9336310.000000 Penalty: 14495.542969 Entering ConstructFrom: Trying to split cluster 1 (222086 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222086 members Entering Unmasked Estep Score: -6418297.500000 Penalty: 560.142273 Iteration 0F: 2 clusters Score -6418298 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111200 members Mstep: Class 2 contains 110886 members Entering Unmasked Estep Score: -6267306.000000 Penalty: 1120.284546 Iteration 0F: 3 clusters Score -6267306 nChanged 109376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119526 members Mstep: Class 2 contains 102560 members Entering Unmasked Estep Score: -6337735.000000 Penalty: 1120.284546 Iteration 1F: 3 clusters Score -6337735 nChanged 13230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126944 members Mstep: Class 2 contains 95142 members Entering Unmasked Estep Score: -6344587.000000 Penalty: 1120.284546 Iteration 2F: 3 clusters Score -6344587 nChanged 15418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136714 members Mstep: Class 2 contains 85372 members Entering Unmasked Estep Score: -6354649.500000 Penalty: 1120.284546 Iteration 3F: 3 clusters Score -6354650 nChanged 16090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147400 members Mstep: Class 2 contains 74686 members Entering Unmasked Estep Score: -6367561.500000 Penalty: 1120.284546 Iteration 4F: 3 clusters Score -6367562 nChanged 14553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156661 members Mstep: Class 2 contains 65425 members Entering Unmasked Estep Score: -6380231.500000 Penalty: 1120.284546 Iteration 5F: 3 clusters Score -6380232 nChanged 11719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163298 members Mstep: Class 2 contains 58788 members Entering Unmasked Estep Score: -6389443.500000 Penalty: 1120.284546 Iteration 6F: 3 clusters Score -6389444 nChanged 8189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168043 members Mstep: Class 2 contains 54043 members Entering Unmasked Estep Score: -6394297.500000 Penalty: 1120.284546 Iteration 7Q: 3 clusters Score -6394298 nChanged 5320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172037 members Mstep: Class 2 contains 50049 members Entering Unmasked Estep Score: -6396765.500000 Penalty: 1120.284546 Iteration 8Q: 3 clusters Score -6396766 nChanged 4143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175932 members Mstep: Class 2 contains 46154 members Entering Unmasked Estep Score: -6398546.000000 Penalty: 1120.284546 Iteration 9Q: 3 clusters Score -6398546 nChanged 3761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179651 members Mstep: Class 2 contains 42435 members Entering Unmasked Estep Score: -6400241.000000 Penalty: 1120.284546 Iteration 10Q: 3 clusters Score -6400241 nChanged 3668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183305 members Mstep: Class 2 contains 38781 members Entering Unmasked Estep Score: -6401838.500000 Penalty: 1120.284546 Iteration 11Q: 3 clusters Score -6401838 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186798 members Mstep: Class 2 contains 35288 members Entering Unmasked Estep Score: -6403432.500000 Penalty: 1120.284546 Iteration 12Q: 3 clusters Score -6403432 nChanged 3422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190214 members Mstep: Class 2 contains 31872 members Entering Unmasked Estep Score: -6405015.000000 Penalty: 1120.284546 Iteration 13Q: 3 clusters Score -6405015 nChanged 3244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193454 members Mstep: Class 2 contains 28632 members Entering Unmasked Estep Score: -6406478.000000 Penalty: 1120.284546 Iteration 14Q: 3 clusters Score -6406478 nChanged 3029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196477 members Mstep: Class 2 contains 25609 members Entering Unmasked Estep Score: -6407820.000000 Penalty: 1120.284546 Iteration 15Q: 3 clusters Score -6407820 nChanged 2790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199265 members Mstep: Class 2 contains 22821 members Entering Unmasked Estep Score: -6409055.000000 Penalty: 1120.284546 Iteration 16Q: 3 clusters Score -6409055 nChanged 2598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201863 members Mstep: Class 2 contains 20223 members Entering Unmasked Estep Score: -6410214.000000 Penalty: 1120.284546 Iteration 17Q: 3 clusters Score -6410214 nChanged 2425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204284 members Mstep: Class 2 contains 17802 members Entering Unmasked Estep Score: -6411240.000000 Penalty: 1120.284546 Iteration 18Q: 3 clusters Score -6411240 nChanged 2228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206506 members Mstep: Class 2 contains 15580 members Entering Unmasked Estep Score: -6412280.500000 Penalty: 1120.284546 Iteration 19Q: 3 clusters Score -6412280 nChanged 2124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208628 members Mstep: Class 2 contains 13458 members Entering Unmasked Estep Score: -6413273.500000 Penalty: 1120.284546 Iteration 20F: 3 clusters Score -6413274 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210491 members Mstep: Class 2 contains 11595 members Entering Unmasked Estep Score: -6414087.500000 Penalty: 1120.284546 Iteration 21Q: 3 clusters Score -6414088 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212144 members Mstep: Class 2 contains 9942 members Entering Unmasked Estep Score: -6414860.000000 Penalty: 1120.284546 Iteration 22Q: 3 clusters Score -6414860 nChanged 1430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213568 members Mstep: Class 2 contains 8518 members Entering Unmasked Estep Score: -6415458.000000 Penalty: 1120.284546 Iteration 23Q: 3 clusters Score -6415458 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214777 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -6415987.000000 Penalty: 1120.284546 Iteration 24Q: 3 clusters Score -6415987 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215775 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -6416352.500000 Penalty: 1120.284546 Iteration 25Q: 3 clusters Score -6416352 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216611 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -6416695.500000 Penalty: 1120.284546 Iteration 26Q: 3 clusters Score -6416696 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217315 members Mstep: Class 2 contains 4771 members Entering Unmasked Estep Score: -6416916.500000 Penalty: 1120.284546 Iteration 27Q: 3 clusters Score -6416916 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217926 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -6417233.000000 Penalty: 1120.284546 Iteration 28Q: 3 clusters Score -6417233 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218434 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -6417451.000000 Penalty: 1120.284546 Iteration 29Q: 3 clusters Score -6417451 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218843 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -6417613.000000 Penalty: 1120.284546 Iteration 30Q: 3 clusters Score -6417613 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219165 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -6417700.500000 Penalty: 1120.284546 Iteration 31Q: 3 clusters Score -6417700 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219420 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -6417779.500000 Penalty: 1120.284546 Iteration 32Q: 3 clusters Score -6417780 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219626 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -6417860.500000 Penalty: 1120.284546 Iteration 33Q: 3 clusters Score -6417860 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219804 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -6417888.000000 Penalty: 1120.284546 Iteration 34Q: 3 clusters Score -6417888 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219959 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -6417927.000000 Penalty: 1120.284546 Iteration 35Q: 3 clusters Score -6417927 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220091 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -6417984.000000 Penalty: 1120.284546 Iteration 36Q: 3 clusters Score -6417984 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220192 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -6418016.500000 Penalty: 1120.284546 Iteration 37Q: 3 clusters Score -6418016 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220295 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -6418039.500000 Penalty: 1120.284546 Iteration 38Q: 3 clusters Score -6418040 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220377 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -6418062.500000 Penalty: 1120.284546 Iteration 39Q: 3 clusters Score -6418062 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220442 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -6418077.500000 Penalty: 1120.284546 Iteration 40F: 3 clusters Score -6418078 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220498 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -6418069.500000 Penalty: 1120.284546 Iteration 41Q: 3 clusters Score -6418070 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220543 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -6418085.500000 Penalty: 1120.284546 Iteration 42Q: 3 clusters Score -6418086 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220580 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -6418074.500000 Penalty: 1120.284546 Iteration 43Q: 3 clusters Score -6418074 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220613 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -6418066.500000 Penalty: 1120.284546 Iteration 44Q: 3 clusters Score -6418066 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220631 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -6418073.500000 Penalty: 1120.284546 Iteration 45Q: 3 clusters Score -6418074 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220647 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -6418083.000000 Penalty: 1120.284546 Iteration 46Q: 3 clusters Score -6418083 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220661 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -6418092.000000 Penalty: 1120.284546 Iteration 47Q: 3 clusters Score -6418092 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220673 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -6418104.000000 Penalty: 1120.284546 Iteration 48Q: 3 clusters Score -6418104 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220680 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -6418106.000000 Penalty: 1120.284546 Iteration 49Q: 3 clusters Score -6418106 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220692 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -6418100.500000 Penalty: 1120.284546 Iteration 50Q: 3 clusters Score -6418100 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220699 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -6418103.500000 Penalty: 1120.284546 Iteration 51Q: 3 clusters Score -6418104 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220707 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -6418099.000000 Penalty: 1120.284546 Iteration 52Q: 3 clusters Score -6418099 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220715 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -6418098.500000 Penalty: 1120.284546 Iteration 53Q: 3 clusters Score -6418098 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220723 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -6418105.500000 Penalty: 1120.284546 Iteration 54Q: 3 clusters Score -6418106 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220731 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -6418109.000000 Penalty: 1120.284546 Iteration 55Q: 3 clusters Score -6418109 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220735 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -6418110.000000 Penalty: 1120.284546 Iteration 56Q: 3 clusters Score -6418110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220739 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -6418113.500000 Penalty: 1120.284546 Iteration 57Q: 3 clusters Score -6418114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220741 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -6418109.500000 Penalty: 1120.284546 Iteration 58Q: 3 clusters Score -6418110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220744 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -6418102.000000 Penalty: 1120.284546 Iteration 59Q: 3 clusters Score -6418102 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220751 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -6418116.000000 Penalty: 1120.284546 Iteration 60F: 3 clusters Score -6418116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220752 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -6418109.500000 Penalty: 1120.284546 Iteration 61Q: 3 clusters Score -6418110 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220754 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -6418112.000000 Penalty: 1120.284546 Iteration 62Q: 3 clusters Score -6418112 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220755 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -6418114.500000 Penalty: 1120.284546 Iteration 63Q: 3 clusters Score -6418114 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220757 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -6418112.000000 Penalty: 1120.284546 Iteration 64Q: 3 clusters Score -6418112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220760 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -6418115.500000 Penalty: 1120.284546 Iteration 65Q: 3 clusters Score -6418116 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220764 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -6418113.000000 Penalty: 1120.284546 Iteration 66Q: 3 clusters Score -6418113 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220768 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -6418112.000000 Penalty: 1120.284546 Iteration 67Q: 3 clusters Score -6418112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220771 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -6418109.000000 Penalty: 1120.284546 Iteration 68Q: 3 clusters Score -6418109 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220773 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -6418112.000000 Penalty: 1120.284546 Iteration 69Q: 3 clusters Score -6418112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220776 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -6418111.000000 Penalty: 1120.284546 Iteration 70Q: 3 clusters Score -6418111 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220784 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -6418118.000000 Penalty: 1120.284546 Iteration 71Q: 3 clusters Score -6418118 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220797 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -6418108.500000 Penalty: 1120.284546 Iteration 72Q: 3 clusters Score -6418108 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220802 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -6418111.500000 Penalty: 1120.284546 Iteration 73Q: 3 clusters Score -6418112 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220806 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -6418115.000000 Penalty: 1120.284546 Iteration 74Q: 3 clusters Score -6418115 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220813 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -6418115.500000 Penalty: 1120.284546 Iteration 75Q: 3 clusters Score -6418116 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220819 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -6418112.000000 Penalty: 1120.284546 Iteration 76Q: 3 clusters Score -6418112 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220821 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -6418111.500000 Penalty: 1120.284546 Iteration 77Q: 3 clusters Score -6418112 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220821 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -6418111.500000 Penalty: 1120.284546 Iteration 78F: 3 clusters Score -6418112 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (14024 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14024 members Entering Unmasked Estep Score: -420268.843750 Penalty: 434.457916 Iteration 0F: 2 clusters Score -420268.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6950 members Mstep: Class 2 contains 7074 members Entering Unmasked Estep Score: -410905.687500 Penalty: 868.915833 Iteration 0F: 3 clusters Score -410905.7 nChanged 6622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 8610 members Entering Unmasked Estep Score: -415326.781250 Penalty: 868.915833 Iteration 1F: 3 clusters Score -415326.8 nChanged 1173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4581 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -416232.000000 Penalty: 868.915833 Iteration 2F: 3 clusters Score -416232 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -417292.812500 Penalty: 868.915833 Iteration 3F: 3 clusters Score -417292.8 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 11115 members Entering Unmasked Estep Score: -418342.562500 Penalty: 868.915833 Iteration 4F: 3 clusters Score -418342.6 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 11696 members Entering Unmasked Estep Score: -419046.125000 Penalty: 868.915833 Iteration 5F: 3 clusters Score -419046.1 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -419433.687500 Penalty: 868.915833 Iteration 6Q: 3 clusters Score -419433.7 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -419638.250000 Penalty: 868.915833 Iteration 7Q: 3 clusters Score -419638.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 12495 members Entering Unmasked Estep Score: -419765.343750 Penalty: 868.915833 Iteration 8Q: 3 clusters Score -419765.3 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 12638 members Entering Unmasked Estep Score: -419837.718750 Penalty: 868.915833 Iteration 9Q: 3 clusters Score -419837.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 12764 members Entering Unmasked Estep Score: -419900.187500 Penalty: 868.915833 Iteration 10Q: 3 clusters Score -419900.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 12873 members Entering Unmasked Estep Score: -419956.000000 Penalty: 868.915833 Iteration 11Q: 3 clusters Score -419956 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 12975 members Entering Unmasked Estep Score: -420010.625000 Penalty: 868.915833 Iteration 12Q: 3 clusters Score -420010.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 13042 members Entering Unmasked Estep Score: -420040.718750 Penalty: 868.915833 Iteration 13Q: 3 clusters Score -420040.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -420066.531250 Penalty: 868.915833 Iteration 14Q: 3 clusters Score -420066.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 13153 members Entering Unmasked Estep Score: -420086.687500 Penalty: 868.915833 Iteration 15Q: 3 clusters Score -420086.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 13201 members Entering Unmasked Estep Score: -420102.906250 Penalty: 868.915833 Iteration 16Q: 3 clusters Score -420102.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 13237 members Entering Unmasked Estep Score: -420116.406250 Penalty: 868.915833 Iteration 17Q: 3 clusters Score -420116.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 13266 members Entering Unmasked Estep Score: -420125.687500 Penalty: 868.915833 Iteration 18Q: 3 clusters Score -420125.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -420137.718750 Penalty: 868.915833 Iteration 19Q: 3 clusters Score -420137.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 13325 members Entering Unmasked Estep Score: -420152.750000 Penalty: 868.915833 Iteration 20F: 3 clusters Score -420152.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 13343 members Entering Unmasked Estep Score: -420160.593750 Penalty: 868.915833 Iteration 21Q: 3 clusters Score -420160.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 13360 members Entering Unmasked Estep Score: -420171.937500 Penalty: 868.915833 Iteration 22Q: 3 clusters Score -420171.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -420189.500000 Penalty: 868.915833 Iteration 23Q: 3 clusters Score -420189.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 13389 members Entering Unmasked Estep Score: -420207.562500 Penalty: 868.915833 Iteration 24Q: 3 clusters Score -420207.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 13402 members Entering Unmasked Estep Score: -420219.781250 Penalty: 868.915833 Iteration 25Q: 3 clusters Score -420219.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 13409 members Entering Unmasked Estep Score: -420237.125000 Penalty: 868.915833 Iteration 26Q: 3 clusters Score -420237.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 13424 members Entering Unmasked Estep Score: -420254.968750 Penalty: 868.915833 Iteration 27Q: 3 clusters Score -420255 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 13434 members Entering Unmasked Estep Score: -420264.500000 Penalty: 868.915833 Iteration 28Q: 3 clusters Score -420264.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 13437 members Entering Unmasked Estep Score: -420267.062500 Penalty: 868.915833 Iteration 29Q: 3 clusters Score -420267.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 13436 members Entering Unmasked Estep Score: -420267.968750 Penalty: 868.915833 Iteration 30Q: 3 clusters Score -420268 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 13436 members Entering Unmasked Estep Score: -420269.093750 Penalty: 868.915833 Iteration 31Q: 3 clusters Score -420269.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 13433 members Entering Unmasked Estep Score: -420270.187500 Penalty: 868.915833 Iteration 32Q: 3 clusters Score -420270.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 13430 members Entering Unmasked Estep Score: -420272.156250 Penalty: 868.915833 Iteration 33Q: 3 clusters Score -420272.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 13428 members Entering Unmasked Estep Score: -420271.812500 Penalty: 868.915833 Iteration 34Q: 3 clusters Score -420271.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 13431 members Entering Unmasked Estep Score: -420272.062500 Penalty: 868.915833 Iteration 35Q: 3 clusters Score -420272.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -420273.000000 Penalty: 868.915833 Iteration 36Q: 3 clusters Score -420273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 13432 members Entering Unmasked Estep Score: -420273.000000 Penalty: 868.915833 Iteration 37F: 3 clusters Score -420273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222086 members Mstep: Class 2 contains 592 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5317 members Mstep: Class 5 contains 1124 members Mstep: Class 6 contains 5111 members Mstep: Class 7 contains 1883 members Mstep: Class 8 contains 11615 members Mstep: Class 9 contains 4758 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 2070 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 3063 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 403 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3524 members Mstep: Class 20 contains 20997 members Mstep: Class 21 contains 1338 members Mstep: Class 22 contains 13276 members Mstep: Class 23 contains 3918 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Mstep: Class 26 contains 13432 members Entering Unmasked Estep Score: -9336164.000000 Penalty: 15075.365234 Splitting cluster 2 changes total score from -9336310.000000 to -9336164.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 3 (4160 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Entering Unmasked Estep Score: -125301.281250 Penalty: 379.163788 Iteration 0F: 2 clusters Score -125301.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -122464.484375 Penalty: 758.327576 Iteration 0F: 3 clusters Score -122464.5 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -123674.804688 Penalty: 758.327576 Iteration 1F: 3 clusters Score -123674.8 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -123947.390625 Penalty: 758.327576 Iteration 2F: 3 clusters Score -123947.4 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 3155 members Entering Unmasked Estep Score: -124190.710938 Penalty: 758.327576 Iteration 3F: 3 clusters Score -124190.7 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3391 members Entering Unmasked Estep Score: -124400.796875 Penalty: 758.327576 Iteration 4F: 3 clusters Score -124400.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -124588.015625 Penalty: 758.327576 Iteration 5F: 3 clusters Score -124588 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -124739.820312 Penalty: 758.327576 Iteration 6Q: 3 clusters Score -124739.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -124869.164062 Penalty: 758.327576 Iteration 7Q: 3 clusters Score -124869.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -124926.789062 Penalty: 758.327576 Iteration 8Q: 3 clusters Score -124926.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -124950.460938 Penalty: 758.327576 Iteration 9Q: 3 clusters Score -124950.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 3908 members Entering Unmasked Estep Score: -124964.859375 Penalty: 758.327576 Iteration 10Q: 3 clusters Score -124964.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -124978.812500 Penalty: 758.327576 Iteration 11Q: 3 clusters Score -124978.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -124989.507812 Penalty: 758.327576 Iteration 12Q: 3 clusters Score -124989.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -124994.187500 Penalty: 758.327576 Iteration 13Q: 3 clusters Score -124994.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -124995.570312 Penalty: 758.327576 Iteration 14Q: 3 clusters Score -124995.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -124998.742188 Penalty: 758.327576 Iteration 15Q: 3 clusters Score -124998.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -125003.343750 Penalty: 758.327576 Iteration 16Q: 3 clusters Score -125003.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -125005.828125 Penalty: 758.327576 Iteration 17Q: 3 clusters Score -125005.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 3964 members Entering Unmasked Estep Score: -125009.976562 Penalty: 758.327576 Iteration 18Q: 3 clusters Score -125010 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -125014.562500 Penalty: 758.327576 Iteration 19Q: 3 clusters Score -125014.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -125016.890625 Penalty: 758.327576 Iteration 20F: 3 clusters Score -125016.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -125017.554688 Penalty: 758.327576 Iteration 21Q: 3 clusters Score -125017.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -125017.617188 Penalty: 758.327576 Iteration 22Q: 3 clusters Score -125017.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -125017.703125 Penalty: 758.327576 Iteration 23Q: 3 clusters Score -125017.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -125017.812500 Penalty: 758.327576 Iteration 24Q: 3 clusters Score -125017.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -125017.812500 Penalty: 758.327576 Iteration 25F: 3 clusters Score -125017.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5317 members Entering Unmasked Estep Score: -142050.921875 Penalty: 390.329254 Iteration 0F: 2 clusters Score -142050.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -138509.500000 Penalty: 780.658508 Iteration 0F: 3 clusters Score -138509.5 nChanged 2360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -139812.078125 Penalty: 780.658508 Iteration 1F: 3 clusters Score -139812.1 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2593 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -139922.109375 Penalty: 780.658508 Iteration 2F: 3 clusters Score -139922.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -140019.109375 Penalty: 780.658508 Iteration 3Q: 3 clusters Score -140019.1 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -140115.796875 Penalty: 780.658508 Iteration 4Q: 3 clusters Score -140115.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -140221.203125 Penalty: 780.658508 Iteration 5Q: 3 clusters Score -140221.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -140373.218750 Penalty: 780.658508 Iteration 6Q: 3 clusters Score -140373.2 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -140570.859375 Penalty: 780.658508 Iteration 7Q: 3 clusters Score -140570.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -140731.437500 Penalty: 780.658508 Iteration 8F: 3 clusters Score -140731.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -140866.593750 Penalty: 780.658508 Iteration 9Q: 3 clusters Score -140866.6 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -140983.375000 Penalty: 780.658508 Iteration 10Q: 3 clusters Score -140983.4 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -141058.703125 Penalty: 780.658508 Iteration 11Q: 3 clusters Score -141058.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -141102.125000 Penalty: 780.658508 Iteration 12Q: 3 clusters Score -141102.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -141138.906250 Penalty: 780.658508 Iteration 13Q: 3 clusters Score -141138.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -141188.406250 Penalty: 780.658508 Iteration 14Q: 3 clusters Score -141188.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -141242.484375 Penalty: 780.658508 Iteration 15Q: 3 clusters Score -141242.5 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -141294.625000 Penalty: 780.658508 Iteration 16Q: 3 clusters Score -141294.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -141342.859375 Penalty: 780.658508 Iteration 17Q: 3 clusters Score -141342.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3425 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -141376.671875 Penalty: 780.658508 Iteration 18Q: 3 clusters Score -141376.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3512 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -141408.125000 Penalty: 780.658508 Iteration 19Q: 3 clusters Score -141408.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -141437.406250 Penalty: 780.658508 Iteration 20F: 3 clusters Score -141437.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -141458.515625 Penalty: 780.658508 Iteration 21Q: 3 clusters Score -141458.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -141483.765625 Penalty: 780.658508 Iteration 22Q: 3 clusters Score -141483.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3821 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -141513.968750 Penalty: 780.658508 Iteration 23Q: 3 clusters Score -141514 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -141557.078125 Penalty: 780.658508 Iteration 24Q: 3 clusters Score -141557.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -141606.343750 Penalty: 780.658508 Iteration 25Q: 3 clusters Score -141606.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -141650.968750 Penalty: 780.658508 Iteration 26Q: 3 clusters Score -141651 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -141694.609375 Penalty: 780.658508 Iteration 27Q: 3 clusters Score -141694.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -141746.640625 Penalty: 780.658508 Iteration 28Q: 3 clusters Score -141746.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -141772.390625 Penalty: 780.658508 Iteration 29Q: 3 clusters Score -141772.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -141788.828125 Penalty: 780.658508 Iteration 30Q: 3 clusters Score -141788.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -141800.718750 Penalty: 780.658508 Iteration 31Q: 3 clusters Score -141800.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -141805.953125 Penalty: 780.658508 Iteration 32Q: 3 clusters Score -141806 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -141810.171875 Penalty: 780.658508 Iteration 33Q: 3 clusters Score -141810.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -141811.812500 Penalty: 780.658508 Iteration 34Q: 3 clusters Score -141811.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -141812.765625 Penalty: 780.658508 Iteration 35Q: 3 clusters Score -141812.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -141813.625000 Penalty: 780.658508 Iteration 36Q: 3 clusters Score -141813.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4391 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -141813.750000 Penalty: 780.658508 Iteration 37Q: 3 clusters Score -141813.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4394 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -141814.390625 Penalty: 780.658508 Iteration 38Q: 3 clusters Score -141814.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -141814.078125 Penalty: 780.658508 Iteration 39Q: 3 clusters Score -141814.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4398 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -141814.171875 Penalty: 780.658508 Iteration 40F: 3 clusters Score -141814.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -141814.234375 Penalty: 780.658508 Iteration 41Q: 3 clusters Score -141814.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -141814.234375 Penalty: 780.658508 Iteration 42F: 3 clusters Score -141814.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1124 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Entering Unmasked Estep Score: -24295.171875 Penalty: 319.621521 Iteration 0F: 2 clusters Score -24295.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -23431.482422 Penalty: 639.243042 Iteration 0F: 3 clusters Score -23431.48 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -23767.300781 Penalty: 639.243042 Iteration 1F: 3 clusters Score -23767.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -23971.187500 Penalty: 639.243042 Iteration 2F: 3 clusters Score -23971.19 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -24126.835938 Penalty: 639.243042 Iteration 3F: 3 clusters Score -24126.84 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -24267.046875 Penalty: 639.243042 Iteration 4F: 3 clusters Score -24267.05 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -24387.285156 Penalty: 639.243042 Iteration 5F: 3 clusters Score -24387.29 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -24488.429688 Penalty: 639.243042 Iteration 6F: 3 clusters Score -24488.43 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -24645.486328 Penalty: 639.243042 Iteration 7Q: 3 clusters Score -24645.49 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -24781.242188 Penalty: 639.243042 Iteration 8Q: 3 clusters Score -24781.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -24850.349609 Penalty: 639.243042 Iteration 9Q: 3 clusters Score -24850.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -24884.187500 Penalty: 639.243042 Iteration 10Q: 3 clusters Score -24884.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -24893.146484 Penalty: 639.243042 Iteration 11Q: 3 clusters Score -24893.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -24893.435547 Penalty: 639.243042 Iteration 12Q: 3 clusters Score -24893.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -24893.435547 Penalty: 639.243042 Iteration 13F: 3 clusters Score -24893.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222086 members Mstep: Class 2 contains 14024 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5317 members Mstep: Class 5 contains 405 members Mstep: Class 6 contains 5111 members Mstep: Class 7 contains 1883 members Mstep: Class 8 contains 11615 members Mstep: Class 9 contains 4758 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 2070 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 3063 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 403 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3524 members Mstep: Class 20 contains 20997 members Mstep: Class 21 contains 1338 members Mstep: Class 22 contains 13276 members Mstep: Class 23 contains 3918 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Mstep: Class 26 contains 719 members Entering Unmasked Estep Score: -9336642.000000 Penalty: 15075.365234 Splitting cluster 5 changes total score from -9336310.000000 to -9336642.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 6 (5111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Entering Unmasked Estep Score: -157559.390625 Penalty: 388.531342 Iteration 0F: 2 clusters Score -157559.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2522 members Entering Unmasked Estep Score: -154084.281250 Penalty: 777.062683 Iteration 0F: 3 clusters Score -154084.3 nChanged 2290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -155401.468750 Penalty: 777.062683 Iteration 1F: 3 clusters Score -155401.5 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -155562.578125 Penalty: 777.062683 Iteration 2F: 3 clusters Score -155562.6 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -155740.390625 Penalty: 777.062683 Iteration 3F: 3 clusters Score -155740.4 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -155986.828125 Penalty: 777.062683 Iteration 4F: 3 clusters Score -155986.8 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -156223.859375 Penalty: 777.062683 Iteration 5F: 3 clusters Score -156223.9 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -156422.625000 Penalty: 777.062683 Iteration 6F: 3 clusters Score -156422.6 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4276 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -156627.390625 Penalty: 777.062683 Iteration 7Q: 3 clusters Score -156627.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -156812.640625 Penalty: 777.062683 Iteration 8Q: 3 clusters Score -156812.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -156937.671875 Penalty: 777.062683 Iteration 9Q: 3 clusters Score -156937.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -157011.843750 Penalty: 777.062683 Iteration 10Q: 3 clusters Score -157011.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -157048.968750 Penalty: 777.062683 Iteration 11Q: 3 clusters Score -157049 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -157080.031250 Penalty: 777.062683 Iteration 12Q: 3 clusters Score -157080 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -157100.984375 Penalty: 777.062683 Iteration 13Q: 3 clusters Score -157101 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -157119.609375 Penalty: 777.062683 Iteration 14Q: 3 clusters Score -157119.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -157129.984375 Penalty: 777.062683 Iteration 15Q: 3 clusters Score -157130 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -157141.421875 Penalty: 777.062683 Iteration 16Q: 3 clusters Score -157141.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -157153.421875 Penalty: 777.062683 Iteration 17Q: 3 clusters Score -157153.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -157164.875000 Penalty: 777.062683 Iteration 18Q: 3 clusters Score -157164.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4920 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -157176.656250 Penalty: 777.062683 Iteration 19Q: 3 clusters Score -157176.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -157187.062500 Penalty: 777.062683 Iteration 20F: 3 clusters Score -157187.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -157191.890625 Penalty: 777.062683 Iteration 21Q: 3 clusters Score -157191.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -157195.281250 Penalty: 777.062683 Iteration 22Q: 3 clusters Score -157195.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -157197.875000 Penalty: 777.062683 Iteration 23Q: 3 clusters Score -157197.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -157199.484375 Penalty: 777.062683 Iteration 24Q: 3 clusters Score -157199.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -157200.390625 Penalty: 777.062683 Iteration 25Q: 3 clusters Score -157200.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -157201.718750 Penalty: 777.062683 Iteration 26Q: 3 clusters Score -157201.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -157201.937500 Penalty: 777.062683 Iteration 27Q: 3 clusters Score -157201.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -157202.703125 Penalty: 777.062683 Iteration 28Q: 3 clusters Score -157202.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -157202.703125 Penalty: 777.062683 Iteration 29F: 3 clusters Score -157202.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1883 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Entering Unmasked Estep Score: -49108.101562 Penalty: 343.098297 Iteration 0F: 2 clusters Score -49108.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -47746.601562 Penalty: 686.196594 Iteration 0F: 3 clusters Score -47746.6 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -48231.449219 Penalty: 686.196594 Iteration 1F: 3 clusters Score -48231.45 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -48372.585938 Penalty: 686.196594 Iteration 2F: 3 clusters Score -48372.59 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -48501.765625 Penalty: 686.196594 Iteration 3F: 3 clusters Score -48501.77 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -48578.570312 Penalty: 686.196594 Iteration 4F: 3 clusters Score -48578.57 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -48628.664062 Penalty: 686.196594 Iteration 5Q: 3 clusters Score -48628.66 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -48663.035156 Penalty: 686.196594 Iteration 6Q: 3 clusters Score -48663.04 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -48686.128906 Penalty: 686.196594 Iteration 7Q: 3 clusters Score -48686.13 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -48703.179688 Penalty: 686.196594 Iteration 8Q: 3 clusters Score -48703.18 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -48724.597656 Penalty: 686.196594 Iteration 9Q: 3 clusters Score -48724.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -48733.917969 Penalty: 686.196594 Iteration 10Q: 3 clusters Score -48733.92 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -48741.421875 Penalty: 686.196594 Iteration 11Q: 3 clusters Score -48741.42 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -48752.058594 Penalty: 686.196594 Iteration 12Q: 3 clusters Score -48752.06 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -48761.089844 Penalty: 686.196594 Iteration 13Q: 3 clusters Score -48761.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -48769.019531 Penalty: 686.196594 Iteration 14Q: 3 clusters Score -48769.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -48775.289062 Penalty: 686.196594 Iteration 15Q: 3 clusters Score -48775.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -48785.496094 Penalty: 686.196594 Iteration 16Q: 3 clusters Score -48785.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -48800.695312 Penalty: 686.196594 Iteration 17Q: 3 clusters Score -48800.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -48814.015625 Penalty: 686.196594 Iteration 18Q: 3 clusters Score -48814.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -48825.628906 Penalty: 686.196594 Iteration 19Q: 3 clusters Score -48825.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -48832.312500 Penalty: 686.196594 Iteration 20F: 3 clusters Score -48832.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -48840.632812 Penalty: 686.196594 Iteration 21Q: 3 clusters Score -48840.63 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -48848.851562 Penalty: 686.196594 Iteration 22Q: 3 clusters Score -48848.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -48853.699219 Penalty: 686.196594 Iteration 23Q: 3 clusters Score -48853.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -48857.609375 Penalty: 686.196594 Iteration 24Q: 3 clusters Score -48857.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -48861.000000 Penalty: 686.196594 Iteration 25Q: 3 clusters Score -48861 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -48865.367188 Penalty: 686.196594 Iteration 26Q: 3 clusters Score -48865.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -48878.683594 Penalty: 686.196594 Iteration 27Q: 3 clusters Score -48878.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -48888.769531 Penalty: 686.196594 Iteration 28Q: 3 clusters Score -48888.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -48895.117188 Penalty: 686.196594 Iteration 29Q: 3 clusters Score -48895.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -48898.050781 Penalty: 686.196594 Iteration 30Q: 3 clusters Score -48898.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48900.488281 Penalty: 686.196594 Iteration 31Q: 3 clusters Score -48900.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -48903.691406 Penalty: 686.196594 Iteration 32Q: 3 clusters Score -48903.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -48906.894531 Penalty: 686.196594 Iteration 33Q: 3 clusters Score -48906.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -48907.699219 Penalty: 686.196594 Iteration 34Q: 3 clusters Score -48907.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -48907.953125 Penalty: 686.196594 Iteration 35Q: 3 clusters Score -48907.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -48908.128906 Penalty: 686.196594 Iteration 36Q: 3 clusters Score -48908.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -48908.128906 Penalty: 686.196594 Iteration 37F: 3 clusters Score -48908.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (11615 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11615 members Entering Unmasked Estep Score: -333869.031250 Penalty: 425.882416 Iteration 0F: 2 clusters Score -333869 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -326030.281250 Penalty: 851.764832 Iteration 0F: 3 clusters Score -326030.3 nChanged 5593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -329372.281250 Penalty: 851.764832 Iteration 1F: 3 clusters Score -329372.3 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5747 members Mstep: Class 2 contains 5868 members Entering Unmasked Estep Score: -329744.875000 Penalty: 851.764832 Iteration 2F: 3 clusters Score -329744.9 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 5771 members Entering Unmasked Estep Score: -330088.218750 Penalty: 851.764832 Iteration 3F: 3 clusters Score -330088.2 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -330406.281250 Penalty: 851.764832 Iteration 4F: 3 clusters Score -330406.3 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 5449 members Entering Unmasked Estep Score: -330696.375000 Penalty: 851.764832 Iteration 5F: 3 clusters Score -330696.4 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -331039.250000 Penalty: 851.764832 Iteration 6F: 3 clusters Score -331039.2 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -331480.250000 Penalty: 851.764832 Iteration 7F: 3 clusters Score -331480.2 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6910 members Mstep: Class 2 contains 4705 members Entering Unmasked Estep Score: -331990.437500 Penalty: 851.764832 Iteration 8F: 3 clusters Score -331990.4 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7120 members Mstep: Class 2 contains 4495 members Entering Unmasked Estep Score: -332460.281250 Penalty: 851.764832 Iteration 9F: 3 clusters Score -332460.3 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7296 members Mstep: Class 2 contains 4319 members Entering Unmasked Estep Score: -332811.531250 Penalty: 851.764832 Iteration 10Q: 3 clusters Score -332811.5 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -333058.187500 Penalty: 851.764832 Iteration 11Q: 3 clusters Score -333058.2 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7530 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -333212.125000 Penalty: 851.764832 Iteration 12Q: 3 clusters Score -333212.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 4021 members Entering Unmasked Estep Score: -333290.500000 Penalty: 851.764832 Iteration 13Q: 3 clusters Score -333290.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -333336.375000 Penalty: 851.764832 Iteration 14Q: 3 clusters Score -333336.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -333365.812500 Penalty: 851.764832 Iteration 15Q: 3 clusters Score -333365.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7673 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -333390.250000 Penalty: 851.764832 Iteration 16Q: 3 clusters Score -333390.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -333410.281250 Penalty: 851.764832 Iteration 17Q: 3 clusters Score -333410.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7691 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -333423.218750 Penalty: 851.764832 Iteration 18Q: 3 clusters Score -333423.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7715 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -333438.406250 Penalty: 851.764832 Iteration 19Q: 3 clusters Score -333438.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7732 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -333456.718750 Penalty: 851.764832 Iteration 20F: 3 clusters Score -333456.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7742 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -333469.750000 Penalty: 851.764832 Iteration 21Q: 3 clusters Score -333469.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -333477.937500 Penalty: 851.764832 Iteration 22Q: 3 clusters Score -333477.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7762 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -333482.750000 Penalty: 851.764832 Iteration 23Q: 3 clusters Score -333482.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7763 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -333487.937500 Penalty: 851.764832 Iteration 24Q: 3 clusters Score -333487.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -333486.562500 Penalty: 851.764832 Iteration 25Q: 3 clusters Score -333486.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7769 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -333489.187500 Penalty: 851.764832 Iteration 26Q: 3 clusters Score -333489.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 3850 members Entering Unmasked Estep Score: -333489.468750 Penalty: 851.764832 Iteration 27Q: 3 clusters Score -333489.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7760 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -333489.093750 Penalty: 851.764832 Iteration 28Q: 3 clusters Score -333489.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -333489.031250 Penalty: 851.764832 Iteration 29Q: 3 clusters Score -333489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -333488.812500 Penalty: 851.764832 Iteration 30Q: 3 clusters Score -333488.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -333490.031250 Penalty: 851.764832 Iteration 31Q: 3 clusters Score -333490 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -333489.437500 Penalty: 851.764832 Iteration 32Q: 3 clusters Score -333489.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7754 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -333489.437500 Penalty: 851.764832 Iteration 33F: 3 clusters Score -333489.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (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: -138615.437500 Penalty: 385.275024 Iteration 0F: 2 clusters Score -138615.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -135399.859375 Penalty: 770.550049 Iteration 0F: 3 clusters Score -135399.9 nChanged 2158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -136606.875000 Penalty: 770.550049 Iteration 1F: 3 clusters Score -136606.9 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -136804.656250 Penalty: 770.550049 Iteration 2F: 3 clusters Score -136804.7 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -137015.593750 Penalty: 770.550049 Iteration 3F: 3 clusters Score -137015.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -137231.625000 Penalty: 770.550049 Iteration 4F: 3 clusters Score -137231.6 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -137426.140625 Penalty: 770.550049 Iteration 5F: 3 clusters Score -137426.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -137583.968750 Penalty: 770.550049 Iteration 6Q: 3 clusters Score -137584 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -137705.515625 Penalty: 770.550049 Iteration 7Q: 3 clusters Score -137705.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -137760.093750 Penalty: 770.550049 Iteration 8Q: 3 clusters Score -137760.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -137787.453125 Penalty: 770.550049 Iteration 9Q: 3 clusters Score -137787.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -137800.718750 Penalty: 770.550049 Iteration 10Q: 3 clusters Score -137800.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -137810.671875 Penalty: 770.550049 Iteration 11Q: 3 clusters Score -137810.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -137815.812500 Penalty: 770.550049 Iteration 12Q: 3 clusters Score -137815.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -137818.843750 Penalty: 770.550049 Iteration 13Q: 3 clusters Score -137818.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -137822.218750 Penalty: 770.550049 Iteration 14Q: 3 clusters Score -137822.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -137828.000000 Penalty: 770.550049 Iteration 15Q: 3 clusters Score -137828 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -137833.218750 Penalty: 770.550049 Iteration 16Q: 3 clusters Score -137833.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -137838.843750 Penalty: 770.550049 Iteration 17Q: 3 clusters Score -137838.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -137842.625000 Penalty: 770.550049 Iteration 18Q: 3 clusters Score -137842.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -137845.421875 Penalty: 770.550049 Iteration 19Q: 3 clusters Score -137845.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -137849.015625 Penalty: 770.550049 Iteration 20F: 3 clusters Score -137849 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -137852.203125 Penalty: 770.550049 Iteration 21Q: 3 clusters Score -137852.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -137854.625000 Penalty: 770.550049 Iteration 22Q: 3 clusters Score -137854.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -137857.046875 Penalty: 770.550049 Iteration 23Q: 3 clusters Score -137857 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -137859.828125 Penalty: 770.550049 Iteration 24Q: 3 clusters Score -137859.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -137862.437500 Penalty: 770.550049 Iteration 25Q: 3 clusters Score -137862.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -137864.156250 Penalty: 770.550049 Iteration 26Q: 3 clusters Score -137864.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -137867.078125 Penalty: 770.550049 Iteration 27Q: 3 clusters Score -137867.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -137869.359375 Penalty: 770.550049 Iteration 28Q: 3 clusters Score -137869.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -137870.562500 Penalty: 770.550049 Iteration 29Q: 3 clusters Score -137870.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -137871.515625 Penalty: 770.550049 Iteration 30Q: 3 clusters Score -137871.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -137872.500000 Penalty: 770.550049 Iteration 31Q: 3 clusters Score -137872.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -137874.640625 Penalty: 770.550049 Iteration 32Q: 3 clusters Score -137874.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -137878.734375 Penalty: 770.550049 Iteration 33Q: 3 clusters Score -137878.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -137885.078125 Penalty: 770.550049 Iteration 34Q: 3 clusters Score -137885.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -137894.593750 Penalty: 770.550049 Iteration 35Q: 3 clusters Score -137894.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2479 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -137903.765625 Penalty: 770.550049 Iteration 36Q: 3 clusters Score -137903.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -137914.921875 Penalty: 770.550049 Iteration 37Q: 3 clusters Score -137914.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -137928.984375 Penalty: 770.550049 Iteration 38Q: 3 clusters Score -137929 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -137946.500000 Penalty: 770.550049 Iteration 39Q: 3 clusters Score -137946.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -137960.515625 Penalty: 770.550049 Iteration 40F: 3 clusters Score -137960.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2547 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -137972.734375 Penalty: 770.550049 Iteration 41Q: 3 clusters Score -137972.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -137981.265625 Penalty: 770.550049 Iteration 42Q: 3 clusters Score -137981.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -137990.281250 Penalty: 770.550049 Iteration 43Q: 3 clusters Score -137990.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -138000.593750 Penalty: 770.550049 Iteration 44Q: 3 clusters Score -138000.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -138011.265625 Penalty: 770.550049 Iteration 45Q: 3 clusters Score -138011.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -138020.906250 Penalty: 770.550049 Iteration 46Q: 3 clusters Score -138020.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -138031.593750 Penalty: 770.550049 Iteration 47Q: 3 clusters Score -138031.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -138041.875000 Penalty: 770.550049 Iteration 48Q: 3 clusters Score -138041.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -138052.156250 Penalty: 770.550049 Iteration 49Q: 3 clusters Score -138052.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -138060.671875 Penalty: 770.550049 Iteration 50Q: 3 clusters Score -138060.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -138070.718750 Penalty: 770.550049 Iteration 51Q: 3 clusters Score -138070.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -138078.796875 Penalty: 770.550049 Iteration 52Q: 3 clusters Score -138078.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -138084.375000 Penalty: 770.550049 Iteration 53Q: 3 clusters Score -138084.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -138090.531250 Penalty: 770.550049 Iteration 54Q: 3 clusters Score -138090.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -138099.421875 Penalty: 770.550049 Iteration 55Q: 3 clusters Score -138099.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -138109.187500 Penalty: 770.550049 Iteration 56Q: 3 clusters Score -138109.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2738 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -138118.156250 Penalty: 770.550049 Iteration 57Q: 3 clusters Score -138118.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -138124.703125 Penalty: 770.550049 Iteration 58Q: 3 clusters Score -138124.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -138129.031250 Penalty: 770.550049 Iteration 59Q: 3 clusters Score -138129 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -138132.531250 Penalty: 770.550049 Iteration 60F: 3 clusters Score -138132.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -138136.687500 Penalty: 770.550049 Iteration 61Q: 3 clusters Score -138136.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -138138.421875 Penalty: 770.550049 Iteration 62Q: 3 clusters Score -138138.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -138139.296875 Penalty: 770.550049 Iteration 63Q: 3 clusters Score -138139.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -138141.500000 Penalty: 770.550049 Iteration 64Q: 3 clusters Score -138141.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -138144.656250 Penalty: 770.550049 Iteration 65Q: 3 clusters Score -138144.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -138146.921875 Penalty: 770.550049 Iteration 66Q: 3 clusters Score -138146.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -138148.953125 Penalty: 770.550049 Iteration 67Q: 3 clusters Score -138149 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -138152.046875 Penalty: 770.550049 Iteration 68Q: 3 clusters Score -138152 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -138154.156250 Penalty: 770.550049 Iteration 69Q: 3 clusters Score -138154.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -138157.375000 Penalty: 770.550049 Iteration 70Q: 3 clusters Score -138157.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -138160.031250 Penalty: 770.550049 Iteration 71Q: 3 clusters Score -138160 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -138163.250000 Penalty: 770.550049 Iteration 72Q: 3 clusters Score -138163.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -138164.750000 Penalty: 770.550049 Iteration 73Q: 3 clusters Score -138164.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -138166.750000 Penalty: 770.550049 Iteration 74Q: 3 clusters Score -138166.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -138167.609375 Penalty: 770.550049 Iteration 75Q: 3 clusters Score -138167.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -138169.000000 Penalty: 770.550049 Iteration 76Q: 3 clusters Score -138169 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -138169.890625 Penalty: 770.550049 Iteration 77Q: 3 clusters Score -138169.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 2147 members Entering Unmasked Estep Score: -138170.687500 Penalty: 770.550049 Iteration 78Q: 3 clusters Score -138170.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -138171.546875 Penalty: 770.550049 Iteration 79Q: 3 clusters Score -138171.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -138171.453125 Penalty: 770.550049 Iteration 80F: 3 clusters Score -138171.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -138171.343750 Penalty: 770.550049 Iteration 81Q: 3 clusters Score -138171.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -138171.343750 Penalty: 770.550049 Iteration 82F: 3 clusters Score -138171.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Entering Unmasked Estep Score: -33585.207031 Penalty: 326.935120 Iteration 0F: 2 clusters Score -33585.21 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 655 members Entering Unmasked Estep Score: -32592.921875 Penalty: 653.870239 Iteration 0F: 3 clusters Score -32592.92 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -32853.746094 Penalty: 653.870239 Iteration 1F: 3 clusters Score -32853.75 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -32957.828125 Penalty: 653.870239 Iteration 2F: 3 clusters Score -32957.83 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -33118.464844 Penalty: 653.870239 Iteration 3F: 3 clusters Score -33118.46 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -33310.765625 Penalty: 653.870239 Iteration 4F: 3 clusters Score -33310.77 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -33446.503906 Penalty: 653.870239 Iteration 5F: 3 clusters Score -33446.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -33520.273438 Penalty: 653.870239 Iteration 6F: 3 clusters Score -33520.27 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -33555.933594 Penalty: 653.870239 Iteration 7Q: 3 clusters Score -33555.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -33572.457031 Penalty: 653.870239 Iteration 8Q: 3 clusters Score -33572.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -33577.347656 Penalty: 653.870239 Iteration 9Q: 3 clusters Score -33577.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -33579.886719 Penalty: 653.870239 Iteration 10Q: 3 clusters Score -33579.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -33581.375000 Penalty: 653.870239 Iteration 11Q: 3 clusters Score -33581.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -33581.738281 Penalty: 653.870239 Iteration 12Q: 3 clusters Score -33581.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -33581.738281 Penalty: 653.870239 Iteration 13F: 3 clusters Score -33581.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Entering Unmasked Estep Score: -74773.492188 Penalty: 351.842743 Iteration 0F: 2 clusters Score -74773.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -73145.078125 Penalty: 703.685486 Iteration 0F: 3 clusters Score -73145.08 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -73687.164062 Penalty: 703.685486 Iteration 1F: 3 clusters Score -73687.16 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -73763.312500 Penalty: 703.685486 Iteration 2F: 3 clusters Score -73763.31 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -73815.960938 Penalty: 703.685486 Iteration 3F: 3 clusters Score -73815.96 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -73862.140625 Penalty: 703.685486 Iteration 4Q: 3 clusters Score -73862.14 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -73918.734375 Penalty: 703.685486 Iteration 5Q: 3 clusters Score -73918.73 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -73970.921875 Penalty: 703.685486 Iteration 6Q: 3 clusters Score -73970.92 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -74039.445312 Penalty: 703.685486 Iteration 7Q: 3 clusters Score -74039.45 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -74093.828125 Penalty: 703.685486 Iteration 8Q: 3 clusters Score -74093.83 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -74135.609375 Penalty: 703.685486 Iteration 9Q: 3 clusters Score -74135.61 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -74177.687500 Penalty: 703.685486 Iteration 10Q: 3 clusters Score -74177.69 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -74201.367188 Penalty: 703.685486 Iteration 11Q: 3 clusters Score -74201.37 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -74213.359375 Penalty: 703.685486 Iteration 12Q: 3 clusters Score -74213.36 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -74228.203125 Penalty: 703.685486 Iteration 13Q: 3 clusters Score -74228.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -74239.421875 Penalty: 703.685486 Iteration 14Q: 3 clusters Score -74239.42 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -74249.992188 Penalty: 703.685486 Iteration 15Q: 3 clusters Score -74249.99 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -74258.601562 Penalty: 703.685486 Iteration 16Q: 3 clusters Score -74258.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -74264.390625 Penalty: 703.685486 Iteration 17Q: 3 clusters Score -74264.39 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -74270.375000 Penalty: 703.685486 Iteration 18Q: 3 clusters Score -74270.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -74278.062500 Penalty: 703.685486 Iteration 19Q: 3 clusters Score -74278.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -74282.875000 Penalty: 703.685486 Iteration 20F: 3 clusters Score -74282.88 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -74285.835938 Penalty: 703.685486 Iteration 21Q: 3 clusters Score -74285.84 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -74290.507812 Penalty: 703.685486 Iteration 22Q: 3 clusters Score -74290.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -74292.648438 Penalty: 703.685486 Iteration 23Q: 3 clusters Score -74292.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -74294.023438 Penalty: 703.685486 Iteration 24Q: 3 clusters Score -74294.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -74295.015625 Penalty: 703.685486 Iteration 25Q: 3 clusters Score -74295.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -74296.171875 Penalty: 703.685486 Iteration 26Q: 3 clusters Score -74296.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -74296.460938 Penalty: 703.685486 Iteration 27Q: 3 clusters Score -74296.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -74296.843750 Penalty: 703.685486 Iteration 28Q: 3 clusters Score -74296.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -74297.156250 Penalty: 703.685486 Iteration 29Q: 3 clusters Score -74297.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -74297.562500 Penalty: 703.685486 Iteration 30Q: 3 clusters Score -74297.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -74297.804688 Penalty: 703.685486 Iteration 31Q: 3 clusters Score -74297.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -74298.210938 Penalty: 703.685486 Iteration 32Q: 3 clusters Score -74298.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -74298.257812 Penalty: 703.685486 Iteration 33Q: 3 clusters Score -74298.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -74298.257812 Penalty: 703.685486 Iteration 34F: 3 clusters Score -74298.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2070 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Entering Unmasked Estep Score: -54872.285156 Penalty: 347.406342 Iteration 0F: 2 clusters Score -54872.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -53382.265625 Penalty: 694.812683 Iteration 0F: 3 clusters Score -53382.27 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -53972.519531 Penalty: 694.812683 Iteration 1F: 3 clusters Score -53972.52 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -54092.707031 Penalty: 694.812683 Iteration 2F: 3 clusters Score -54092.71 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -54157.796875 Penalty: 694.812683 Iteration 3F: 3 clusters Score -54157.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -54228.226562 Penalty: 694.812683 Iteration 4Q: 3 clusters Score -54228.23 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -54287.753906 Penalty: 694.812683 Iteration 5Q: 3 clusters Score -54287.75 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -54331.683594 Penalty: 694.812683 Iteration 6Q: 3 clusters Score -54331.68 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -54371.375000 Penalty: 694.812683 Iteration 7Q: 3 clusters Score -54371.38 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -54400.332031 Penalty: 694.812683 Iteration 8Q: 3 clusters Score -54400.33 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -54429.742188 Penalty: 694.812683 Iteration 9Q: 3 clusters Score -54429.74 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -54462.722656 Penalty: 694.812683 Iteration 10Q: 3 clusters Score -54462.72 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -54490.664062 Penalty: 694.812683 Iteration 11Q: 3 clusters Score -54490.66 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -54510.500000 Penalty: 694.812683 Iteration 12Q: 3 clusters Score -54510.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -54520.535156 Penalty: 694.812683 Iteration 13Q: 3 clusters Score -54520.54 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -54528.847656 Penalty: 694.812683 Iteration 14Q: 3 clusters Score -54528.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -54533.187500 Penalty: 694.812683 Iteration 15Q: 3 clusters Score -54533.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -54537.066406 Penalty: 694.812683 Iteration 16Q: 3 clusters Score -54537.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -54539.429688 Penalty: 694.812683 Iteration 17Q: 3 clusters Score -54539.43 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -54542.500000 Penalty: 694.812683 Iteration 18Q: 3 clusters Score -54542.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -54544.105469 Penalty: 694.812683 Iteration 19Q: 3 clusters Score -54544.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -54545.343750 Penalty: 694.812683 Iteration 20F: 3 clusters Score -54545.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -54545.976562 Penalty: 694.812683 Iteration 21Q: 3 clusters Score -54545.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -54546.800781 Penalty: 694.812683 Iteration 22Q: 3 clusters Score -54546.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -54548.328125 Penalty: 694.812683 Iteration 23Q: 3 clusters Score -54548.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -54548.625000 Penalty: 694.812683 Iteration 24Q: 3 clusters Score -54548.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -54548.625000 Penalty: 694.812683 Iteration 25F: 3 clusters Score -54548.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7114 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Entering Unmasked Estep Score: -208693.093750 Penalty: 403.576782 Iteration 0F: 2 clusters Score -208693.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -203929.453125 Penalty: 807.153564 Iteration 0F: 3 clusters Score -203929.5 nChanged 3280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3968 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -206045.953125 Penalty: 807.153564 Iteration 1F: 3 clusters Score -206046 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -206358.750000 Penalty: 807.153564 Iteration 2F: 3 clusters Score -206358.8 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4468 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -206669.390625 Penalty: 807.153564 Iteration 3F: 3 clusters Score -206669.4 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4710 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -206934.500000 Penalty: 807.153564 Iteration 4F: 3 clusters Score -206934.5 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -207204.000000 Penalty: 807.153564 Iteration 5F: 3 clusters Score -207204 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -207426.593750 Penalty: 807.153564 Iteration 6Q: 3 clusters Score -207426.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -207607.515625 Penalty: 807.153564 Iteration 7Q: 3 clusters Score -207607.5 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -207700.875000 Penalty: 807.153564 Iteration 8Q: 3 clusters Score -207700.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5429 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -207763.437500 Penalty: 807.153564 Iteration 9Q: 3 clusters Score -207763.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5536 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -207813.031250 Penalty: 807.153564 Iteration 10Q: 3 clusters Score -207813 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5636 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -207852.500000 Penalty: 807.153564 Iteration 11Q: 3 clusters Score -207852.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -207892.625000 Penalty: 807.153564 Iteration 12Q: 3 clusters Score -207892.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -207923.093750 Penalty: 807.153564 Iteration 13Q: 3 clusters Score -207923.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -207950.812500 Penalty: 807.153564 Iteration 14Q: 3 clusters Score -207950.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -207978.312500 Penalty: 807.153564 Iteration 15Q: 3 clusters Score -207978.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -207997.640625 Penalty: 807.153564 Iteration 16Q: 3 clusters Score -207997.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6074 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -208014.062500 Penalty: 807.153564 Iteration 17Q: 3 clusters Score -208014.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6130 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -208030.171875 Penalty: 807.153564 Iteration 18Q: 3 clusters Score -208030.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6171 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -208042.781250 Penalty: 807.153564 Iteration 19Q: 3 clusters Score -208042.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -208063.703125 Penalty: 807.153564 Iteration 20F: 3 clusters Score -208063.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -208088.968750 Penalty: 807.153564 Iteration 21Q: 3 clusters Score -208089 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6347 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -208114.593750 Penalty: 807.153564 Iteration 22Q: 3 clusters Score -208114.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -208136.437500 Penalty: 807.153564 Iteration 23Q: 3 clusters Score -208136.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -208162.406250 Penalty: 807.153564 Iteration 24Q: 3 clusters Score -208162.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -208188.140625 Penalty: 807.153564 Iteration 25Q: 3 clusters Score -208188.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6542 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -208205.296875 Penalty: 807.153564 Iteration 26Q: 3 clusters Score -208205.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -208219.562500 Penalty: 807.153564 Iteration 27Q: 3 clusters Score -208219.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -208226.843750 Penalty: 807.153564 Iteration 28Q: 3 clusters Score -208226.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -208232.375000 Penalty: 807.153564 Iteration 29Q: 3 clusters Score -208232.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6625 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -208235.234375 Penalty: 807.153564 Iteration 30Q: 3 clusters Score -208235.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -208242.062500 Penalty: 807.153564 Iteration 31Q: 3 clusters Score -208242.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -208246.875000 Penalty: 807.153564 Iteration 32Q: 3 clusters Score -208246.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -208252.437500 Penalty: 807.153564 Iteration 33Q: 3 clusters Score -208252.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -208258.281250 Penalty: 807.153564 Iteration 34Q: 3 clusters Score -208258.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6687 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -208265.828125 Penalty: 807.153564 Iteration 35Q: 3 clusters Score -208265.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6695 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -208269.468750 Penalty: 807.153564 Iteration 36Q: 3 clusters Score -208269.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -208272.203125 Penalty: 807.153564 Iteration 37Q: 3 clusters Score -208272.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -208274.125000 Penalty: 807.153564 Iteration 38Q: 3 clusters Score -208274.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -208278.109375 Penalty: 807.153564 Iteration 39Q: 3 clusters Score -208278.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -208280.171875 Penalty: 807.153564 Iteration 40F: 3 clusters Score -208280.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6725 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -208281.140625 Penalty: 807.153564 Iteration 41Q: 3 clusters Score -208281.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6726 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -208282.437500 Penalty: 807.153564 Iteration 42Q: 3 clusters Score -208282.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -208283.406250 Penalty: 807.153564 Iteration 43Q: 3 clusters Score -208283.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6732 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -208283.468750 Penalty: 807.153564 Iteration 44Q: 3 clusters Score -208283.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -208283.218750 Penalty: 807.153564 Iteration 45Q: 3 clusters Score -208283.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6734 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -208283.609375 Penalty: 807.153564 Iteration 46Q: 3 clusters Score -208283.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -208284.484375 Penalty: 807.153564 Iteration 47Q: 3 clusters Score -208284.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -208286.171875 Penalty: 807.153564 Iteration 48Q: 3 clusters Score -208286.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -208289.625000 Penalty: 807.153564 Iteration 49Q: 3 clusters Score -208289.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -208295.015625 Penalty: 807.153564 Iteration 50Q: 3 clusters Score -208295 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -208298.781250 Penalty: 807.153564 Iteration 51Q: 3 clusters Score -208298.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -208303.625000 Penalty: 807.153564 Iteration 52Q: 3 clusters Score -208303.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6783 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -208308.109375 Penalty: 807.153564 Iteration 53Q: 3 clusters Score -208308.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -208313.250000 Penalty: 807.153564 Iteration 54Q: 3 clusters Score -208313.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -208315.296875 Penalty: 807.153564 Iteration 55Q: 3 clusters Score -208315.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -208316.671875 Penalty: 807.153564 Iteration 56Q: 3 clusters Score -208316.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -208319.359375 Penalty: 807.153564 Iteration 57Q: 3 clusters Score -208319.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -208322.453125 Penalty: 807.153564 Iteration 58Q: 3 clusters Score -208322.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6818 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -208326.765625 Penalty: 807.153564 Iteration 59Q: 3 clusters Score -208326.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6825 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -208329.296875 Penalty: 807.153564 Iteration 60F: 3 clusters Score -208329.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -208331.625000 Penalty: 807.153564 Iteration 61Q: 3 clusters Score -208331.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6841 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -208333.328125 Penalty: 807.153564 Iteration 62Q: 3 clusters Score -208333.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -208335.312500 Penalty: 807.153564 Iteration 63Q: 3 clusters Score -208335.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -208337.281250 Penalty: 807.153564 Iteration 64Q: 3 clusters Score -208337.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -208337.281250 Penalty: 807.153564 Iteration 65F: 3 clusters Score -208337.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3063 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Entering Unmasked Estep Score: -90903.492188 Penalty: 365.235321 Iteration 0F: 2 clusters Score -90903.49 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 1484 members Entering Unmasked Estep Score: -88824.273438 Penalty: 730.470642 Iteration 0F: 3 clusters Score -88824.27 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -89584.648438 Penalty: 730.470642 Iteration 1F: 3 clusters Score -89584.65 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -89772.312500 Penalty: 730.470642 Iteration 2F: 3 clusters Score -89772.31 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -89932.750000 Penalty: 730.470642 Iteration 3F: 3 clusters Score -89932.75 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -90112.500000 Penalty: 730.470642 Iteration 4F: 3 clusters Score -90112.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -90244.937500 Penalty: 730.470642 Iteration 5Q: 3 clusters Score -90244.94 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2347 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -90326.070312 Penalty: 730.470642 Iteration 6Q: 3 clusters Score -90326.07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -90384.101562 Penalty: 730.470642 Iteration 7Q: 3 clusters Score -90384.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -90419.968750 Penalty: 730.470642 Iteration 8Q: 3 clusters Score -90419.97 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -90450.210938 Penalty: 730.470642 Iteration 9Q: 3 clusters Score -90450.21 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2518 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -90472.882812 Penalty: 730.470642 Iteration 10Q: 3 clusters Score -90472.88 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -90493.500000 Penalty: 730.470642 Iteration 11Q: 3 clusters Score -90493.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -90506.484375 Penalty: 730.470642 Iteration 12Q: 3 clusters Score -90506.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2577 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -90513.546875 Penalty: 730.470642 Iteration 13Q: 3 clusters Score -90513.55 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -90523.039062 Penalty: 730.470642 Iteration 14Q: 3 clusters Score -90523.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -90533.453125 Penalty: 730.470642 Iteration 15Q: 3 clusters Score -90533.45 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2609 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -90549.421875 Penalty: 730.470642 Iteration 16Q: 3 clusters Score -90549.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -90556.351562 Penalty: 730.470642 Iteration 17Q: 3 clusters Score -90556.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -90560.890625 Penalty: 730.470642 Iteration 18Q: 3 clusters Score -90560.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -90563.437500 Penalty: 730.470642 Iteration 19Q: 3 clusters Score -90563.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -90564.625000 Penalty: 730.470642 Iteration 20F: 3 clusters Score -90564.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -90565.468750 Penalty: 730.470642 Iteration 21Q: 3 clusters Score -90565.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -90566.601562 Penalty: 730.470642 Iteration 22Q: 3 clusters Score -90566.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -90569.140625 Penalty: 730.470642 Iteration 23Q: 3 clusters Score -90569.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -90574.601562 Penalty: 730.470642 Iteration 24Q: 3 clusters Score -90574.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -90580.609375 Penalty: 730.470642 Iteration 25Q: 3 clusters Score -90580.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -90583.265625 Penalty: 730.470642 Iteration 26Q: 3 clusters Score -90583.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -90585.179688 Penalty: 730.470642 Iteration 27Q: 3 clusters Score -90585.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -90588.015625 Penalty: 730.470642 Iteration 28Q: 3 clusters Score -90588.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -90589.265625 Penalty: 730.470642 Iteration 29Q: 3 clusters Score -90589.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -90589.718750 Penalty: 730.470642 Iteration 30Q: 3 clusters Score -90589.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -90589.859375 Penalty: 730.470642 Iteration 31Q: 3 clusters Score -90589.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -90589.789062 Penalty: 730.470642 Iteration 32Q: 3 clusters Score -90589.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -90589.789062 Penalty: 730.470642 Iteration 33F: 3 clusters Score -90589.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Entering Unmasked Estep Score: -31288.744141 Penalty: 316.262085 Iteration 0F: 2 clusters Score -31288.74 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -30433.396484 Penalty: 632.524170 Iteration 0F: 3 clusters Score -30433.4 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -30692.363281 Penalty: 632.524170 Iteration 1F: 3 clusters Score -30692.36 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -30738.695312 Penalty: 632.524170 Iteration 2F: 3 clusters Score -30738.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -30770.427734 Penalty: 632.524170 Iteration 3F: 3 clusters Score -30770.43 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -30805.757812 Penalty: 632.524170 Iteration 4Q: 3 clusters Score -30805.76 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -30835.921875 Penalty: 632.524170 Iteration 5Q: 3 clusters Score -30835.92 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -30868.236328 Penalty: 632.524170 Iteration 6Q: 3 clusters Score -30868.24 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -30894.835938 Penalty: 632.524170 Iteration 7Q: 3 clusters Score -30894.84 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -30921.244141 Penalty: 632.524170 Iteration 8Q: 3 clusters Score -30921.24 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -30937.138672 Penalty: 632.524170 Iteration 9Q: 3 clusters Score -30937.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -30942.425781 Penalty: 632.524170 Iteration 10Q: 3 clusters Score -30942.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -30944.552734 Penalty: 632.524170 Iteration 11Q: 3 clusters Score -30944.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -30945.568359 Penalty: 632.524170 Iteration 12Q: 3 clusters Score -30945.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -30946.570312 Penalty: 632.524170 Iteration 13Q: 3 clusters Score -30946.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -30946.720703 Penalty: 632.524170 Iteration 14Q: 3 clusters Score -30946.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -30946.720703 Penalty: 632.524170 Iteration 15F: 3 clusters Score -30946.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (403 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Entering Unmasked Estep Score: -9930.843750 Penalty: 272.951630 Iteration 0F: 2 clusters Score -9930.844 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -9498.025391 Penalty: 545.903259 Iteration 0F: 3 clusters Score -9498.025 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -9639.512695 Penalty: 545.903259 Iteration 1F: 3 clusters Score -9639.513 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -9671.026367 Penalty: 545.903259 Iteration 2F: 3 clusters Score -9671.026 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -9686.215820 Penalty: 545.903259 Iteration 3Q: 3 clusters Score -9686.216 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -9705.936523 Penalty: 545.903259 Iteration 4Q: 3 clusters Score -9705.937 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -9720.187500 Penalty: 545.903259 Iteration 5Q: 3 clusters Score -9720.188 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -9728.272461 Penalty: 545.903259 Iteration 6Q: 3 clusters Score -9728.272 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -9740.948242 Penalty: 545.903259 Iteration 7Q: 3 clusters Score -9740.948 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -9751.594727 Penalty: 545.903259 Iteration 8Q: 3 clusters Score -9751.595 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -9758.583984 Penalty: 545.903259 Iteration 9Q: 3 clusters Score -9758.584 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -9762.623047 Penalty: 545.903259 Iteration 10Q: 3 clusters Score -9762.623 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -9764.458984 Penalty: 545.903259 Iteration 11Q: 3 clusters Score -9764.459 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -9764.742188 Penalty: 545.903259 Iteration 12F: 3 clusters Score -9764.742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -9769.750000 Penalty: 545.903259 Iteration 13Q: 3 clusters Score -9769.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -9770.094727 Penalty: 545.903259 Iteration 14Q: 3 clusters Score -9770.095 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -9770.094727 Penalty: 545.903259 Iteration 15F: 3 clusters Score -9770.095 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Entering Unmasked Estep Score: -66731.585938 Penalty: 356.500854 Iteration 0F: 2 clusters Score -66731.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -65002.718750 Penalty: 713.001709 Iteration 0F: 3 clusters Score -65002.72 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -65777.148438 Penalty: 713.001709 Iteration 1F: 3 clusters Score -65777.15 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -66035.093750 Penalty: 713.001709 Iteration 2F: 3 clusters Score -66035.09 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -66287.250000 Penalty: 713.001709 Iteration 3F: 3 clusters Score -66287.25 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -66496.585938 Penalty: 713.001709 Iteration 4F: 3 clusters Score -66496.59 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -66644.679688 Penalty: 713.001709 Iteration 5F: 3 clusters Score -66644.68 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -66731.515625 Penalty: 713.001709 Iteration 6Q: 3 clusters Score -66731.52 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -66778.007812 Penalty: 713.001709 Iteration 7Q: 3 clusters Score -66778.01 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -66796.921875 Penalty: 713.001709 Iteration 8Q: 3 clusters Score -66796.92 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -66809.554688 Penalty: 713.001709 Iteration 9Q: 3 clusters Score -66809.55 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -66818.937500 Penalty: 713.001709 Iteration 10Q: 3 clusters Score -66818.94 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -66826.179688 Penalty: 713.001709 Iteration 11Q: 3 clusters Score -66826.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -66831.210938 Penalty: 713.001709 Iteration 12Q: 3 clusters Score -66831.21 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -66833.179688 Penalty: 713.001709 Iteration 13Q: 3 clusters Score -66833.18 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -66834.406250 Penalty: 713.001709 Iteration 14Q: 3 clusters Score -66834.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -66835.312500 Penalty: 713.001709 Iteration 15Q: 3 clusters Score -66835.31 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -66835.734375 Penalty: 713.001709 Iteration 16Q: 3 clusters Score -66835.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -66836.250000 Penalty: 713.001709 Iteration 17Q: 3 clusters Score -66836.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -66836.546875 Penalty: 713.001709 Iteration 18Q: 3 clusters Score -66836.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -66837.296875 Penalty: 713.001709 Iteration 19Q: 3 clusters Score -66837.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -66837.765625 Penalty: 713.001709 Iteration 20F: 3 clusters Score -66837.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -66838.187500 Penalty: 713.001709 Iteration 21Q: 3 clusters Score -66838.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -66838.789062 Penalty: 713.001709 Iteration 22Q: 3 clusters Score -66838.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -66838.773438 Penalty: 713.001709 Iteration 23Q: 3 clusters Score -66838.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -66839.210938 Penalty: 713.001709 Iteration 24Q: 3 clusters Score -66839.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -66839.500000 Penalty: 713.001709 Iteration 25Q: 3 clusters Score -66839.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -66839.546875 Penalty: 713.001709 Iteration 26Q: 3 clusters Score -66839.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -66839.546875 Penalty: 713.001709 Iteration 27F: 3 clusters Score -66839.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222086 members Mstep: Class 2 contains 14024 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5317 members Mstep: Class 5 contains 405 members Mstep: Class 6 contains 5111 members Mstep: Class 7 contains 1883 members Mstep: Class 8 contains 11615 members Mstep: Class 9 contains 4758 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 2070 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 3063 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 403 members Mstep: Class 17 contains 1721 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3524 members Mstep: Class 20 contains 20997 members Mstep: Class 21 contains 1338 members Mstep: Class 22 contains 13276 members Mstep: Class 23 contains 3918 members Mstep: Class 24 contains 8014 members Mstep: Class 25 contains 647 members Mstep: Class 26 contains 719 members Mstep: Class 27 contains 807 members Entering Unmasked Estep Score: -9336525.000000 Penalty: 15655.186523 Splitting cluster 17 changes total score from -9336310.000000 to -9336525.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 18 (634 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Entering Unmasked Estep Score: -13177.468750 Penalty: 293.568207 Iteration 0F: 2 clusters Score -13177.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -12590.549805 Penalty: 587.136414 Iteration 0F: 3 clusters Score -12590.55 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -12768.501953 Penalty: 587.136414 Iteration 1F: 3 clusters Score -12768.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -12837.731445 Penalty: 587.136414 Iteration 2F: 3 clusters Score -12837.73 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -12886.488281 Penalty: 587.136414 Iteration 3F: 3 clusters Score -12886.49 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -12926.090820 Penalty: 587.136414 Iteration 4Q: 3 clusters Score -12926.09 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -12967.708008 Penalty: 587.136414 Iteration 5F: 3 clusters Score -12967.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -12988.992188 Penalty: 587.136414 Iteration 6Q: 3 clusters Score -12988.99 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -13020.269531 Penalty: 587.136414 Iteration 7Q: 3 clusters Score -13020.27 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -13052.579102 Penalty: 587.136414 Iteration 8Q: 3 clusters Score -13052.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -13069.370117 Penalty: 587.136414 Iteration 9Q: 3 clusters Score -13069.37 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13081.693359 Penalty: 587.136414 Iteration 10Q: 3 clusters Score -13081.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13083.411133 Penalty: 587.136414 Iteration 11Q: 3 clusters Score -13083.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -13084.357422 Penalty: 587.136414 Iteration 12Q: 3 clusters Score -13084.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -13084.915039 Penalty: 587.136414 Iteration 13Q: 3 clusters Score -13084.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -13085.260742 Penalty: 587.136414 Iteration 14Q: 3 clusters Score -13085.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -13085.260742 Penalty: 587.136414 Iteration 15F: 3 clusters Score -13085.26 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3524 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Entering Unmasked Estep Score: -104734.156250 Penalty: 371.614502 Iteration 0F: 2 clusters Score -104734.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -102304.335938 Penalty: 743.229004 Iteration 0F: 3 clusters Score -102304.3 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -103161.156250 Penalty: 743.229004 Iteration 1F: 3 clusters Score -103161.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -103266.148438 Penalty: 743.229004 Iteration 2F: 3 clusters Score -103266.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -103382.109375 Penalty: 743.229004 Iteration 3F: 3 clusters Score -103382.1 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -103497.312500 Penalty: 743.229004 Iteration 4F: 3 clusters Score -103497.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -103621.679688 Penalty: 743.229004 Iteration 5F: 3 clusters Score -103621.7 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -103772.617188 Penalty: 743.229004 Iteration 6Q: 3 clusters Score -103772.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -103937.578125 Penalty: 743.229004 Iteration 7F: 3 clusters Score -103937.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -104059.679688 Penalty: 743.229004 Iteration 8Q: 3 clusters Score -104059.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -104142.164062 Penalty: 743.229004 Iteration 9Q: 3 clusters Score -104142.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 2989 members Entering Unmasked Estep Score: -104190.523438 Penalty: 743.229004 Iteration 10Q: 3 clusters Score -104190.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -104233.750000 Penalty: 743.229004 Iteration 11Q: 3 clusters Score -104233.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -104278.835938 Penalty: 743.229004 Iteration 12Q: 3 clusters Score -104278.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -104317.242188 Penalty: 743.229004 Iteration 13Q: 3 clusters Score -104317.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -104343.125000 Penalty: 743.229004 Iteration 14Q: 3 clusters Score -104343.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -104362.789062 Penalty: 743.229004 Iteration 15Q: 3 clusters Score -104362.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 3280 members Entering Unmasked Estep Score: -104377.687500 Penalty: 743.229004 Iteration 16Q: 3 clusters Score -104377.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -104391.578125 Penalty: 743.229004 Iteration 17Q: 3 clusters Score -104391.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -104407.312500 Penalty: 743.229004 Iteration 18Q: 3 clusters Score -104407.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -104421.390625 Penalty: 743.229004 Iteration 19Q: 3 clusters Score -104421.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -104432.031250 Penalty: 743.229004 Iteration 20F: 3 clusters Score -104432 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -104437.617188 Penalty: 743.229004 Iteration 21Q: 3 clusters Score -104437.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -104440.523438 Penalty: 743.229004 Iteration 22Q: 3 clusters Score -104440.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -104441.804688 Penalty: 743.229004 Iteration 23Q: 3 clusters Score -104441.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -104442.226562 Penalty: 743.229004 Iteration 24Q: 3 clusters Score -104442.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -104442.687500 Penalty: 743.229004 Iteration 25Q: 3 clusters Score -104442.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -104442.687500 Penalty: 743.229004 Iteration 26F: 3 clusters Score -104442.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (20997 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20997 members Entering Unmasked Estep Score: -609128.687500 Penalty: 452.822144 Iteration 0F: 2 clusters Score -609128.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10483 members Mstep: Class 2 contains 10514 members Entering Unmasked Estep Score: -595151.062500 Penalty: 905.644287 Iteration 0F: 3 clusters Score -595151.1 nChanged 10046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10975 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -601401.062500 Penalty: 905.644287 Iteration 1F: 3 clusters Score -601401.1 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 9828 members Entering Unmasked Estep Score: -601923.125000 Penalty: 905.644287 Iteration 2F: 3 clusters Score -601923.1 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11377 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -602573.250000 Penalty: 905.644287 Iteration 3F: 3 clusters Score -602573.2 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11639 members Mstep: Class 2 contains 9358 members Entering Unmasked Estep Score: -603385.062500 Penalty: 905.644287 Iteration 4F: 3 clusters Score -603385.1 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11978 members Mstep: Class 2 contains 9019 members Entering Unmasked Estep Score: -604266.625000 Penalty: 905.644287 Iteration 5F: 3 clusters Score -604266.6 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -605132.812500 Penalty: 905.644287 Iteration 6F: 3 clusters Score -605132.8 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12653 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -605778.250000 Penalty: 905.644287 Iteration 7Q: 3 clusters Score -605778.2 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12953 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -606171.875000 Penalty: 905.644287 Iteration 8Q: 3 clusters Score -606171.9 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13270 members Mstep: Class 2 contains 7727 members Entering Unmasked Estep Score: -606439.000000 Penalty: 905.644287 Iteration 9Q: 3 clusters Score -606439 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13600 members Mstep: Class 2 contains 7397 members Entering Unmasked Estep Score: -606678.687500 Penalty: 905.644287 Iteration 10Q: 3 clusters Score -606678.7 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13967 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -606919.125000 Penalty: 905.644287 Iteration 11Q: 3 clusters Score -606919.1 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 6691 members Entering Unmasked Estep Score: -607114.625000 Penalty: 905.644287 Iteration 12Q: 3 clusters Score -607114.6 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -607285.625000 Penalty: 905.644287 Iteration 13Q: 3 clusters Score -607285.6 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14969 members Mstep: Class 2 contains 6028 members Entering Unmasked Estep Score: -607452.562500 Penalty: 905.644287 Iteration 14Q: 3 clusters Score -607452.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15266 members Mstep: Class 2 contains 5731 members Entering Unmasked Estep Score: -607583.687500 Penalty: 905.644287 Iteration 15Q: 3 clusters Score -607583.7 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15537 members Mstep: Class 2 contains 5460 members Entering Unmasked Estep Score: -607690.562500 Penalty: 905.644287 Iteration 16Q: 3 clusters Score -607690.6 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15764 members Mstep: Class 2 contains 5233 members Entering Unmasked Estep Score: -607774.312500 Penalty: 905.644287 Iteration 17Q: 3 clusters Score -607774.3 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16017 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -607858.312500 Penalty: 905.644287 Iteration 18Q: 3 clusters Score -607858.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16244 members Mstep: Class 2 contains 4753 members Entering Unmasked Estep Score: -607933.187500 Penalty: 905.644287 Iteration 19Q: 3 clusters Score -607933.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16453 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -607995.062500 Penalty: 905.644287 Iteration 20F: 3 clusters Score -607995.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16643 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -608049.000000 Penalty: 905.644287 Iteration 21Q: 3 clusters Score -608049 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16829 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -608097.312500 Penalty: 905.644287 Iteration 22Q: 3 clusters Score -608097.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16991 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -608134.562500 Penalty: 905.644287 Iteration 23Q: 3 clusters Score -608134.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17131 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -608163.875000 Penalty: 905.644287 Iteration 24Q: 3 clusters Score -608163.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17254 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -608186.125000 Penalty: 905.644287 Iteration 25Q: 3 clusters Score -608186.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17360 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -608206.562500 Penalty: 905.644287 Iteration 26Q: 3 clusters Score -608206.6 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17474 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -608228.000000 Penalty: 905.644287 Iteration 27Q: 3 clusters Score -608228 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17570 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -608248.250000 Penalty: 905.644287 Iteration 28Q: 3 clusters Score -608248.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17671 members Mstep: Class 2 contains 3326 members Entering Unmasked Estep Score: -608270.437500 Penalty: 905.644287 Iteration 29Q: 3 clusters Score -608270.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17787 members Mstep: Class 2 contains 3210 members Entering Unmasked Estep Score: -608294.687500 Penalty: 905.644287 Iteration 30Q: 3 clusters Score -608294.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17906 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -608330.437500 Penalty: 905.644287 Iteration 31Q: 3 clusters Score -608330.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18017 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -608352.437500 Penalty: 905.644287 Iteration 32Q: 3 clusters Score -608352.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18108 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -608372.562500 Penalty: 905.644287 Iteration 33Q: 3 clusters Score -608372.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18199 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -608389.625000 Penalty: 905.644287 Iteration 34Q: 3 clusters Score -608389.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18286 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -608406.625000 Penalty: 905.644287 Iteration 35Q: 3 clusters Score -608406.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18356 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -608418.000000 Penalty: 905.644287 Iteration 36Q: 3 clusters Score -608418 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18437 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -608435.687500 Penalty: 905.644287 Iteration 37Q: 3 clusters Score -608435.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18518 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -608453.375000 Penalty: 905.644287 Iteration 38Q: 3 clusters Score -608453.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18597 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -608465.500000 Penalty: 905.644287 Iteration 39Q: 3 clusters Score -608465.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18680 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -608482.500000 Penalty: 905.644287 Iteration 40F: 3 clusters Score -608482.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18752 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -608497.062500 Penalty: 905.644287 Iteration 41Q: 3 clusters Score -608497.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18809 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -608506.250000 Penalty: 905.644287 Iteration 42Q: 3 clusters Score -608506.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18877 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -608523.062500 Penalty: 905.644287 Iteration 43Q: 3 clusters Score -608523.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18927 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -608530.812500 Penalty: 905.644287 Iteration 44Q: 3 clusters Score -608530.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18981 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -608539.875000 Penalty: 905.644287 Iteration 45Q: 3 clusters Score -608539.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19032 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -608548.562500 Penalty: 905.644287 Iteration 46Q: 3 clusters Score -608548.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19074 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -608553.562500 Penalty: 905.644287 Iteration 47Q: 3 clusters Score -608553.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19104 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -608558.687500 Penalty: 905.644287 Iteration 48Q: 3 clusters Score -608558.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19146 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -608569.062500 Penalty: 905.644287 Iteration 49Q: 3 clusters Score -608569.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19199 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -608581.312500 Penalty: 905.644287 Iteration 50Q: 3 clusters Score -608581.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19249 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -608589.375000 Penalty: 905.644287 Iteration 51Q: 3 clusters Score -608589.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19290 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -608596.125000 Penalty: 905.644287 Iteration 52Q: 3 clusters Score -608596.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19322 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -608604.250000 Penalty: 905.644287 Iteration 53Q: 3 clusters Score -608604.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19349 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -608606.187500 Penalty: 905.644287 Iteration 54Q: 3 clusters Score -608606.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19376 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -608609.375000 Penalty: 905.644287 Iteration 55Q: 3 clusters Score -608609.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -608608.750000 Penalty: 905.644287 Iteration 56Q: 3 clusters Score -608608.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19404 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -608610.750000 Penalty: 905.644287 Iteration 57Q: 3 clusters Score -608610.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19416 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -608611.187500 Penalty: 905.644287 Iteration 58Q: 3 clusters Score -608611.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19426 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -608611.812500 Penalty: 905.644287 Iteration 59Q: 3 clusters Score -608611.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19443 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -608613.562500 Penalty: 905.644287 Iteration 60F: 3 clusters Score -608613.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19466 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -608617.625000 Penalty: 905.644287 Iteration 61Q: 3 clusters Score -608617.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19488 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -608619.625000 Penalty: 905.644287 Iteration 62Q: 3 clusters Score -608619.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19511 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -608623.375000 Penalty: 905.644287 Iteration 63Q: 3 clusters Score -608623.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19536 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -608625.875000 Penalty: 905.644287 Iteration 64Q: 3 clusters Score -608625.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19557 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -608628.500000 Penalty: 905.644287 Iteration 65Q: 3 clusters Score -608628.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19579 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -608633.562500 Penalty: 905.644287 Iteration 66Q: 3 clusters Score -608633.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19595 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -608634.875000 Penalty: 905.644287 Iteration 67Q: 3 clusters Score -608634.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19611 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -608635.500000 Penalty: 905.644287 Iteration 68Q: 3 clusters Score -608635.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19619 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -608637.125000 Penalty: 905.644287 Iteration 69Q: 3 clusters Score -608637.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19623 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -608637.500000 Penalty: 905.644287 Iteration 70Q: 3 clusters Score -608637.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19626 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -608637.062500 Penalty: 905.644287 Iteration 71Q: 3 clusters Score -608637.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19632 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -608637.875000 Penalty: 905.644287 Iteration 72Q: 3 clusters Score -608637.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19635 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -608638.312500 Penalty: 905.644287 Iteration 73Q: 3 clusters Score -608638.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19640 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -608638.687500 Penalty: 905.644287 Iteration 74Q: 3 clusters Score -608638.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19647 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -608640.250000 Penalty: 905.644287 Iteration 75Q: 3 clusters Score -608640.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19653 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -608642.000000 Penalty: 905.644287 Iteration 76Q: 3 clusters Score -608642 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19658 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -608642.375000 Penalty: 905.644287 Iteration 77Q: 3 clusters Score -608642.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19665 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -608643.562500 Penalty: 905.644287 Iteration 78Q: 3 clusters Score -608643.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19671 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -608644.250000 Penalty: 905.644287 Iteration 79Q: 3 clusters Score -608644.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19676 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -608644.750000 Penalty: 905.644287 Iteration 80F: 3 clusters Score -608644.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19680 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -608646.500000 Penalty: 905.644287 Iteration 81Q: 3 clusters Score -608646.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19685 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -608645.312500 Penalty: 905.644287 Iteration 82Q: 3 clusters Score -608645.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19690 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -608645.562500 Penalty: 905.644287 Iteration 83Q: 3 clusters Score -608645.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19695 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -608645.687500 Penalty: 905.644287 Iteration 84Q: 3 clusters Score -608645.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19699 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -608645.937500 Penalty: 905.644287 Iteration 85Q: 3 clusters Score -608645.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19706 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -608646.562500 Penalty: 905.644287 Iteration 86Q: 3 clusters Score -608646.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19719 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -608649.687500 Penalty: 905.644287 Iteration 87Q: 3 clusters Score -608649.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19731 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -608650.500000 Penalty: 905.644287 Iteration 88Q: 3 clusters Score -608650.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19744 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -608651.375000 Penalty: 905.644287 Iteration 89Q: 3 clusters Score -608651.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19750 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -608652.125000 Penalty: 905.644287 Iteration 90Q: 3 clusters Score -608652.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -608653.500000 Penalty: 905.644287 Iteration 91Q: 3 clusters Score -608653.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -608655.125000 Penalty: 905.644287 Iteration 92Q: 3 clusters Score -608655.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19768 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -608655.812500 Penalty: 905.644287 Iteration 93Q: 3 clusters Score -608655.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19776 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -608656.125000 Penalty: 905.644287 Iteration 94Q: 3 clusters Score -608656.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19782 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -608658.125000 Penalty: 905.644287 Iteration 95Q: 3 clusters Score -608658.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19789 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -608658.187500 Penalty: 905.644287 Iteration 96Q: 3 clusters Score -608658.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19796 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -608659.500000 Penalty: 905.644287 Iteration 97Q: 3 clusters Score -608659.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19801 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -608660.937500 Penalty: 905.644287 Iteration 98Q: 3 clusters Score -608660.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19806 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -608659.750000 Penalty: 905.644287 Iteration 99Q: 3 clusters Score -608659.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19809 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -608659.375000 Penalty: 905.644287 Iteration 100F: 3 clusters Score -608659.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19813 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -608660.750000 Penalty: 905.644287 Iteration 101Q: 3 clusters Score -608660.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19820 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -608661.625000 Penalty: 905.644287 Iteration 102Q: 3 clusters Score -608661.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19828 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -608662.875000 Penalty: 905.644287 Iteration 103Q: 3 clusters Score -608662.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19832 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -608663.500000 Penalty: 905.644287 Iteration 104Q: 3 clusters Score -608663.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19838 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -608664.562500 Penalty: 905.644287 Iteration 105Q: 3 clusters Score -608664.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19844 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -608666.375000 Penalty: 905.644287 Iteration 106Q: 3 clusters Score -608666.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19852 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -608668.125000 Penalty: 905.644287 Iteration 107Q: 3 clusters Score -608668.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19858 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -608668.250000 Penalty: 905.644287 Iteration 108Q: 3 clusters Score -608668.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19861 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -608667.375000 Penalty: 905.644287 Iteration 109Q: 3 clusters Score -608667.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19862 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -608667.937500 Penalty: 905.644287 Iteration 110Q: 3 clusters Score -608667.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19863 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -608667.875000 Penalty: 905.644287 Iteration 111Q: 3 clusters Score -608667.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19863 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -608667.875000 Penalty: 905.644287 Iteration 112F: 3 clusters Score -608667.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1338 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Entering Unmasked Estep Score: -31473.335938 Penalty: 327.551361 Iteration 0F: 2 clusters Score -31473.34 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 686 members Entering Unmasked Estep Score: -30473.189453 Penalty: 655.102722 Iteration 0F: 3 clusters Score -30473.19 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -30833.138672 Penalty: 655.102722 Iteration 1F: 3 clusters Score -30833.14 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -30962.380859 Penalty: 655.102722 Iteration 2F: 3 clusters Score -30962.38 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -31056.615234 Penalty: 655.102722 Iteration 3F: 3 clusters Score -31056.62 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -31106.699219 Penalty: 655.102722 Iteration 4F: 3 clusters Score -31106.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -31148.441406 Penalty: 655.102722 Iteration 5Q: 3 clusters Score -31148.44 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -31181.945312 Penalty: 655.102722 Iteration 6Q: 3 clusters Score -31181.95 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -31208.160156 Penalty: 655.102722 Iteration 7Q: 3 clusters Score -31208.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -31233.117188 Penalty: 655.102722 Iteration 8Q: 3 clusters Score -31233.12 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -31254.826172 Penalty: 655.102722 Iteration 9Q: 3 clusters Score -31254.83 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -31277.218750 Penalty: 655.102722 Iteration 10Q: 3 clusters Score -31277.22 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -31293.517578 Penalty: 655.102722 Iteration 11Q: 3 clusters Score -31293.52 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -31312.234375 Penalty: 655.102722 Iteration 12Q: 3 clusters Score -31312.23 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -31332.136719 Penalty: 655.102722 Iteration 13Q: 3 clusters Score -31332.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -31349.767578 Penalty: 655.102722 Iteration 14Q: 3 clusters Score -31349.77 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -31364.574219 Penalty: 655.102722 Iteration 15Q: 3 clusters Score -31364.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -31377.132812 Penalty: 655.102722 Iteration 16Q: 3 clusters Score -31377.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -31391.546875 Penalty: 655.102722 Iteration 17Q: 3 clusters Score -31391.55 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -31398.728516 Penalty: 655.102722 Iteration 18Q: 3 clusters Score -31398.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -31402.964844 Penalty: 655.102722 Iteration 19Q: 3 clusters Score -31402.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -31407.345703 Penalty: 655.102722 Iteration 20F: 3 clusters Score -31407.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -31408.306641 Penalty: 655.102722 Iteration 21Q: 3 clusters Score -31408.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -31408.707031 Penalty: 655.102722 Iteration 22Q: 3 clusters Score -31408.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -31408.980469 Penalty: 655.102722 Iteration 23Q: 3 clusters Score -31408.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -31409.486328 Penalty: 655.102722 Iteration 24Q: 3 clusters Score -31409.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -31409.779297 Penalty: 655.102722 Iteration 25Q: 3 clusters Score -31409.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -31409.798828 Penalty: 655.102722 Iteration 26Q: 3 clusters Score -31409.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -31409.798828 Penalty: 655.102722 Iteration 27F: 3 clusters Score -31409.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Entering Unmasked Estep Score: -403363.875000 Penalty: 431.963959 Iteration 0F: 2 clusters Score -403363.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -394436.125000 Penalty: 863.927917 Iteration 0F: 3 clusters Score -394436.1 nChanged 6241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 6598 members Entering Unmasked Estep Score: -398274.625000 Penalty: 863.927917 Iteration 1F: 3 clusters Score -398274.6 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 6679 members Entering Unmasked Estep Score: -398637.656250 Penalty: 863.927917 Iteration 2F: 3 clusters Score -398637.7 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 6842 members Entering Unmasked Estep Score: -399078.593750 Penalty: 863.927917 Iteration 3F: 3 clusters Score -399078.6 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 7054 members Entering Unmasked Estep Score: -399640.281250 Penalty: 863.927917 Iteration 4F: 3 clusters Score -399640.3 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6012 members Mstep: Class 2 contains 7264 members Entering Unmasked Estep Score: -400203.906250 Penalty: 863.927917 Iteration 5F: 3 clusters Score -400203.9 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -400621.406250 Penalty: 863.927917 Iteration 6F: 3 clusters Score -400621.4 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5653 members Mstep: Class 2 contains 7623 members Entering Unmasked Estep Score: -400857.718750 Penalty: 863.927917 Iteration 7Q: 3 clusters Score -400857.7 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 7790 members Entering Unmasked Estep Score: -400990.000000 Penalty: 863.927917 Iteration 8Q: 3 clusters Score -400990 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -401089.500000 Penalty: 863.927917 Iteration 9Q: 3 clusters Score -401089.5 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 8184 members Entering Unmasked Estep Score: -401193.375000 Penalty: 863.927917 Iteration 10Q: 3 clusters Score -401193.4 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 8398 members Entering Unmasked Estep Score: -401279.187500 Penalty: 863.927917 Iteration 11Q: 3 clusters Score -401279.2 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 8623 members Entering Unmasked Estep Score: -401363.687500 Penalty: 863.927917 Iteration 12Q: 3 clusters Score -401363.7 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 8834 members Entering Unmasked Estep Score: -401442.468750 Penalty: 863.927917 Iteration 13Q: 3 clusters Score -401442.5 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 9049 members Entering Unmasked Estep Score: -401520.437500 Penalty: 863.927917 Iteration 14Q: 3 clusters Score -401520.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 9272 members Entering Unmasked Estep Score: -401599.968750 Penalty: 863.927917 Iteration 15Q: 3 clusters Score -401600 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 9518 members Entering Unmasked Estep Score: -401690.500000 Penalty: 863.927917 Iteration 16Q: 3 clusters Score -401690.5 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 9793 members Entering Unmasked Estep Score: -401799.812500 Penalty: 863.927917 Iteration 17Q: 3 clusters Score -401799.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -401909.062500 Penalty: 863.927917 Iteration 18Q: 3 clusters Score -401909.1 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -402003.218750 Penalty: 863.927917 Iteration 19Q: 3 clusters Score -402003.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 10537 members Entering Unmasked Estep Score: -402095.125000 Penalty: 863.927917 Iteration 20F: 3 clusters Score -402095.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 10764 members Entering Unmasked Estep Score: -402192.937500 Penalty: 863.927917 Iteration 21Q: 3 clusters Score -402192.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 10980 members Entering Unmasked Estep Score: -402282.062500 Penalty: 863.927917 Iteration 22Q: 3 clusters Score -402282.1 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 11183 members Entering Unmasked Estep Score: -402368.906250 Penalty: 863.927917 Iteration 23Q: 3 clusters Score -402368.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -402459.968750 Penalty: 863.927917 Iteration 24Q: 3 clusters Score -402460 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -402562.593750 Penalty: 863.927917 Iteration 25Q: 3 clusters Score -402562.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -402670.031250 Penalty: 863.927917 Iteration 26Q: 3 clusters Score -402670 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -402762.937500 Penalty: 863.927917 Iteration 27Q: 3 clusters Score -402762.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 12051 members Entering Unmasked Estep Score: -402858.531250 Penalty: 863.927917 Iteration 28Q: 3 clusters Score -402858.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 12180 members Entering Unmasked Estep Score: -402939.468750 Penalty: 863.927917 Iteration 29Q: 3 clusters Score -402939.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 12284 members Entering Unmasked Estep Score: -402999.343750 Penalty: 863.927917 Iteration 30Q: 3 clusters Score -402999.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -403040.312500 Penalty: 863.927917 Iteration 31Q: 3 clusters Score -403040.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 12425 members Entering Unmasked Estep Score: -403076.875000 Penalty: 863.927917 Iteration 32Q: 3 clusters Score -403076.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -403121.656250 Penalty: 863.927917 Iteration 33Q: 3 clusters Score -403121.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 12544 members Entering Unmasked Estep Score: -403151.343750 Penalty: 863.927917 Iteration 34Q: 3 clusters Score -403151.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 12580 members Entering Unmasked Estep Score: -403167.781250 Penalty: 863.927917 Iteration 35Q: 3 clusters Score -403167.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 12612 members Entering Unmasked Estep Score: -403179.750000 Penalty: 863.927917 Iteration 36Q: 3 clusters Score -403179.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 12646 members Entering Unmasked Estep Score: -403193.968750 Penalty: 863.927917 Iteration 37Q: 3 clusters Score -403194 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 12668 members Entering Unmasked Estep Score: -403204.125000 Penalty: 863.927917 Iteration 38Q: 3 clusters Score -403204.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 12687 members Entering Unmasked Estep Score: -403211.062500 Penalty: 863.927917 Iteration 39Q: 3 clusters Score -403211.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -403211.000000 Penalty: 863.927917 Iteration 40F: 3 clusters Score -403211 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 12707 members Entering Unmasked Estep Score: -403211.968750 Penalty: 863.927917 Iteration 41Q: 3 clusters Score -403212 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -403214.937500 Penalty: 863.927917 Iteration 42Q: 3 clusters Score -403214.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 12727 members Entering Unmasked Estep Score: -403217.562500 Penalty: 863.927917 Iteration 43Q: 3 clusters Score -403217.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 12728 members Entering Unmasked Estep Score: -403219.000000 Penalty: 863.927917 Iteration 44Q: 3 clusters Score -403219 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 12726 members Entering Unmasked Estep Score: -403218.906250 Penalty: 863.927917 Iteration 45Q: 3 clusters Score -403218.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 12725 members Entering Unmasked Estep Score: -403219.093750 Penalty: 863.927917 Iteration 46Q: 3 clusters Score -403219.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 12725 members Entering Unmasked Estep Score: -403219.093750 Penalty: 863.927917 Iteration 47F: 3 clusters Score -403219.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Entering Unmasked Estep Score: -120215.531250 Penalty: 376.436798 Iteration 0F: 2 clusters Score -120215.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1939 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -117516.367188 Penalty: 752.873596 Iteration 0F: 3 clusters Score -117516.4 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -118593.046875 Penalty: 752.873596 Iteration 1F: 3 clusters Score -118593 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -118730.859375 Penalty: 752.873596 Iteration 2F: 3 clusters Score -118730.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2349 members Entering Unmasked Estep Score: -118859.500000 Penalty: 752.873596 Iteration 3F: 3 clusters Score -118859.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -119004.632812 Penalty: 752.873596 Iteration 4F: 3 clusters Score -119004.6 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -119151.726562 Penalty: 752.873596 Iteration 5F: 3 clusters Score -119151.7 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -119301.476562 Penalty: 752.873596 Iteration 6F: 3 clusters Score -119301.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -119444.773438 Penalty: 752.873596 Iteration 7Q: 3 clusters Score -119444.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -119534.289062 Penalty: 752.873596 Iteration 8Q: 3 clusters Score -119534.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3082 members Entering Unmasked Estep Score: -119602.734375 Penalty: 752.873596 Iteration 9Q: 3 clusters Score -119602.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 3144 members Entering Unmasked Estep Score: -119656.054688 Penalty: 752.873596 Iteration 10Q: 3 clusters Score -119656.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -119700.960938 Penalty: 752.873596 Iteration 11Q: 3 clusters Score -119701 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 3263 members Entering Unmasked Estep Score: -119730.351562 Penalty: 752.873596 Iteration 12Q: 3 clusters Score -119730.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 3306 members Entering Unmasked Estep Score: -119747.617188 Penalty: 752.873596 Iteration 13Q: 3 clusters Score -119747.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 3349 members Entering Unmasked Estep Score: -119764.335938 Penalty: 752.873596 Iteration 14Q: 3 clusters Score -119764.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3387 members Entering Unmasked Estep Score: -119779.406250 Penalty: 752.873596 Iteration 15Q: 3 clusters Score -119779.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3426 members Entering Unmasked Estep Score: -119803.375000 Penalty: 752.873596 Iteration 16Q: 3 clusters Score -119803.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -119827.468750 Penalty: 752.873596 Iteration 17Q: 3 clusters Score -119827.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -119843.937500 Penalty: 752.873596 Iteration 18Q: 3 clusters Score -119843.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3519 members Entering Unmasked Estep Score: -119850.265625 Penalty: 752.873596 Iteration 19Q: 3 clusters Score -119850.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -119856.937500 Penalty: 752.873596 Iteration 20F: 3 clusters Score -119856.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -119862.968750 Penalty: 752.873596 Iteration 21Q: 3 clusters Score -119863 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 3558 members Entering Unmasked Estep Score: -119865.593750 Penalty: 752.873596 Iteration 22Q: 3 clusters Score -119865.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -119866.976562 Penalty: 752.873596 Iteration 23Q: 3 clusters Score -119867 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -119868.648438 Penalty: 752.873596 Iteration 24Q: 3 clusters Score -119868.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -119870.945312 Penalty: 752.873596 Iteration 25Q: 3 clusters Score -119870.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 3581 members Entering Unmasked Estep Score: -119872.695312 Penalty: 752.873596 Iteration 26Q: 3 clusters Score -119872.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3587 members Entering Unmasked Estep Score: -119875.062500 Penalty: 752.873596 Iteration 27Q: 3 clusters Score -119875.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 3598 members Entering Unmasked Estep Score: -119879.125000 Penalty: 752.873596 Iteration 28Q: 3 clusters Score -119879.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3603 members Entering Unmasked Estep Score: -119880.132812 Penalty: 752.873596 Iteration 29Q: 3 clusters Score -119880.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -119882.015625 Penalty: 752.873596 Iteration 30Q: 3 clusters Score -119882 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 3613 members Entering Unmasked Estep Score: -119883.476562 Penalty: 752.873596 Iteration 31Q: 3 clusters Score -119883.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 3616 members Entering Unmasked Estep Score: -119883.773438 Penalty: 752.873596 Iteration 32Q: 3 clusters Score -119883.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -119883.890625 Penalty: 752.873596 Iteration 33Q: 3 clusters Score -119883.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -119884.632812 Penalty: 752.873596 Iteration 34Q: 3 clusters Score -119884.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -119884.906250 Penalty: 752.873596 Iteration 35Q: 3 clusters Score -119884.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -119885.742188 Penalty: 752.873596 Iteration 36Q: 3 clusters Score -119885.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -119886.148438 Penalty: 752.873596 Iteration 37Q: 3 clusters Score -119886.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -119886.679688 Penalty: 752.873596 Iteration 38Q: 3 clusters Score -119886.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 3630 members Entering Unmasked Estep Score: -119887.281250 Penalty: 752.873596 Iteration 39Q: 3 clusters Score -119887.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -119888.265625 Penalty: 752.873596 Iteration 40F: 3 clusters Score -119888.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3637 members Entering Unmasked Estep Score: -119889.187500 Penalty: 752.873596 Iteration 41Q: 3 clusters Score -119889.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -119890.539062 Penalty: 752.873596 Iteration 42Q: 3 clusters Score -119890.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -119892.351562 Penalty: 752.873596 Iteration 43Q: 3 clusters Score -119892.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -119895.000000 Penalty: 752.873596 Iteration 44Q: 3 clusters Score -119895 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -119896.164062 Penalty: 752.873596 Iteration 45Q: 3 clusters Score -119896.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -119896.664062 Penalty: 752.873596 Iteration 46Q: 3 clusters Score -119896.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -119896.921875 Penalty: 752.873596 Iteration 47Q: 3 clusters Score -119896.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -119896.921875 Penalty: 752.873596 Iteration 48F: 3 clusters Score -119896.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (8014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8014 members Entering Unmasked Estep Score: -219573.390625 Penalty: 408.997009 Iteration 0F: 2 clusters Score -219573.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -214311.062500 Penalty: 817.994019 Iteration 0F: 3 clusters Score -214311.1 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -216717.359375 Penalty: 817.994019 Iteration 1F: 3 clusters Score -216717.4 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 3127 members Entering Unmasked Estep Score: -217217.937500 Penalty: 817.994019 Iteration 2F: 3 clusters Score -217217.9 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -217774.093750 Penalty: 817.994019 Iteration 3F: 3 clusters Score -217774.1 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -218256.546875 Penalty: 817.994019 Iteration 4F: 3 clusters Score -218256.5 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5675 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -218610.796875 Penalty: 817.994019 Iteration 5F: 3 clusters Score -218610.8 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -218883.453125 Penalty: 817.994019 Iteration 6Q: 3 clusters Score -218883.5 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -219115.265625 Penalty: 817.994019 Iteration 7Q: 3 clusters Score -219115.3 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -219299.046875 Penalty: 817.994019 Iteration 8Q: 3 clusters Score -219299 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -219499.765625 Penalty: 817.994019 Iteration 9Q: 3 clusters Score -219499.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -219667.093750 Penalty: 817.994019 Iteration 10Q: 3 clusters Score -219667.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -219750.812500 Penalty: 817.994019 Iteration 11Q: 3 clusters Score -219750.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -219783.109375 Penalty: 817.994019 Iteration 12Q: 3 clusters Score -219783.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -219795.218750 Penalty: 817.994019 Iteration 13Q: 3 clusters Score -219795.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -219798.578125 Penalty: 817.994019 Iteration 14Q: 3 clusters Score -219798.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -219800.031250 Penalty: 817.994019 Iteration 15Q: 3 clusters Score -219800 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6453 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -219801.906250 Penalty: 817.994019 Iteration 16Q: 3 clusters Score -219801.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6462 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -219803.234375 Penalty: 817.994019 Iteration 17Q: 3 clusters Score -219803.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -219803.828125 Penalty: 817.994019 Iteration 18Q: 3 clusters Score -219803.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -219804.250000 Penalty: 817.994019 Iteration 19Q: 3 clusters Score -219804.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -219804.796875 Penalty: 817.994019 Iteration 20F: 3 clusters Score -219804.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6479 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -219805.156250 Penalty: 817.994019 Iteration 21Q: 3 clusters Score -219805.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -219805.265625 Penalty: 817.994019 Iteration 22Q: 3 clusters Score -219805.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6481 members Mstep: Class 2 contains 1533 members Entering Unmasked Estep Score: -219805.218750 Penalty: 817.994019 Iteration 23Q: 3 clusters Score -219805.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6482 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -219805.156250 Penalty: 817.994019 Iteration 24Q: 3 clusters Score -219805.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -219805.265625 Penalty: 817.994019 Iteration 25Q: 3 clusters Score -219805.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -219805.265625 Penalty: 817.994019 Iteration 26F: 3 clusters Score -219805.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222086 members Mstep: Class 2 contains 14024 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5317 members Mstep: Class 5 contains 405 members Mstep: Class 6 contains 5111 members Mstep: Class 7 contains 1883 members Mstep: Class 8 contains 11615 members Mstep: Class 9 contains 4758 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 2070 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 3063 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 403 members Mstep: Class 17 contains 1721 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3524 members Mstep: Class 20 contains 20997 members Mstep: Class 21 contains 1338 members Mstep: Class 22 contains 13276 members Mstep: Class 23 contains 3918 members Mstep: Class 24 contains 6483 members Mstep: Class 25 contains 647 members Mstep: Class 26 contains 719 members Mstep: Class 27 contains 807 members Mstep: Class 28 contains 1531 members Entering Unmasked Estep Score: -9336586.000000 Penalty: 16235.008789 Splitting cluster 24 changes total score from -9336310.000000 to -9336586.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 25 (647 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Entering Unmasked Estep Score: -11925.614258 Penalty: 294.491760 Iteration 0F: 2 clusters Score -11925.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -11346.064453 Penalty: 588.983521 Iteration 0F: 3 clusters Score -11346.06 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -11538.086914 Penalty: 588.983521 Iteration 1F: 3 clusters Score -11538.09 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -11608.104492 Penalty: 588.983521 Iteration 2F: 3 clusters Score -11608.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -11680.672852 Penalty: 588.983521 Iteration 3F: 3 clusters Score -11680.67 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -11755.626953 Penalty: 588.983521 Iteration 4F: 3 clusters Score -11755.63 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -11775.930664 Penalty: 588.983521 Iteration 5Q: 3 clusters Score -11775.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -11784.765625 Penalty: 588.983521 Iteration 6Q: 3 clusters Score -11784.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -11790.523438 Penalty: 588.983521 Iteration 7Q: 3 clusters Score -11790.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -11795.302734 Penalty: 588.983521 Iteration 8Q: 3 clusters Score -11795.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -11799.633789 Penalty: 588.983521 Iteration 9Q: 3 clusters Score -11799.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -11804.291992 Penalty: 588.983521 Iteration 10Q: 3 clusters Score -11804.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -11806.071289 Penalty: 588.983521 Iteration 11Q: 3 clusters Score -11806.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -11806.801758 Penalty: 588.983521 Iteration 12Q: 3 clusters Score -11806.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -11807.913086 Penalty: 588.983521 Iteration 13Q: 3 clusters Score -11807.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -11808.708008 Penalty: 588.983521 Iteration 14Q: 3 clusters Score -11808.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -11808.708008 Penalty: 588.983521 Iteration 15F: 3 clusters Score -11808.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222086 members Mstep: Class 2 contains 14024 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5317 members Mstep: Class 5 contains 405 members Mstep: Class 6 contains 5111 members Mstep: Class 7 contains 1883 members Mstep: Class 8 contains 11615 members Mstep: Class 9 contains 4758 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2282 members Mstep: Class 12 contains 2070 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 3063 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 403 members Mstep: Class 17 contains 1721 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3524 members Mstep: Class 20 contains 20997 members Mstep: Class 21 contains 1338 members Mstep: Class 22 contains 13276 members Mstep: Class 23 contains 3918 members Mstep: Class 24 contains 6483 members Mstep: Class 25 contains 647 members Entering Unmasked Estep ConsiderDeletion Score: -9336922.000000 Penalty: 16235.008789 Iteration 79Q: 29 clusters Score -9336922 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222091 members Mstep: Class 2 contains 14024 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 5379 members Mstep: Class 5 contains 539 members Mstep: Class 6 contains 5104 members Mstep: Class 7 contains 1885 members Mstep: Class 8 contains 11482 members Mstep: Class 9 contains 4769 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2283 members Mstep: Class 12 contains 2073 members Mstep: Class 13 contains 7114 members Mstep: Class 14 contains 3061 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 401 members Mstep: Class 17 contains 1702 members Mstep: Class 18 contains 646 members Mstep: Class 19 contains 3521 members Mstep: Class 20 contains 20976 members Mstep: Class 21 contains 1338 members Mstep: Class 22 contains 13269 members Mstep: Class 23 contains 3918 members Mstep: Class 24 contains 6528 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 688 members Mstep: Class 27 contains 752 members Mstep: Class 28 contains 1521 members Entering Unmasked Estep ConsiderDeletion Score: -9337273.000000 Penalty: 16235.008789 Iteration 80F: 29 clusters Score -9337273 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222086 members Mstep: Class 2 contains 14020 members Mstep: Class 3 contains 4156 members Mstep: Class 4 contains 5399 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 5083 members Mstep: Class 7 contains 1876 members Mstep: Class 8 contains 11367 members Mstep: Class 9 contains 4755 members Mstep: Class 10 contains 1320 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2068 members Mstep: Class 13 contains 7118 members Mstep: Class 14 contains 3056 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 400 members Mstep: Class 17 contains 1701 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3521 members Mstep: Class 20 contains 20950 members Mstep: Class 21 contains 1337 members Mstep: Class 22 contains 13258 members Mstep: Class 23 contains 3921 members Mstep: Class 24 contains 6528 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 735 members Mstep: Class 27 contains 777 members Mstep: Class 28 contains 1531 members Entering Unmasked Estep ConsiderDeletion Score: -9337451.000000 Penalty: 16235.008789 Iteration 81Q: 29 clusters Score -9337451 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222083 members Mstep: Class 2 contains 14013 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 5436 members Mstep: Class 5 contains 757 members Mstep: Class 6 contains 5060 members Mstep: Class 7 contains 1874 members Mstep: Class 8 contains 11269 members Mstep: Class 9 contains 4755 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2068 members Mstep: Class 13 contains 7121 members Mstep: Class 14 contains 3052 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 400 members Mstep: Class 17 contains 1712 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3520 members Mstep: Class 20 contains 20918 members Mstep: Class 21 contains 1338 members Mstep: Class 22 contains 13248 members Mstep: Class 23 contains 3926 members Mstep: Class 24 contains 6521 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 764 members Mstep: Class 27 contains 779 members Mstep: Class 28 contains 1535 members Entering Unmasked Estep ConsiderDeletion Score: -9337549.000000 Penalty: 16235.008789 Iteration 82Q: 29 clusters Score -9337549 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222082 members Mstep: Class 2 contains 14007 members Mstep: Class 3 contains 4152 members Mstep: Class 4 contains 5493 members Mstep: Class 5 contains 838 members Mstep: Class 6 contains 5036 members Mstep: Class 7 contains 1872 members Mstep: Class 8 contains 11188 members Mstep: Class 9 contains 4757 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2068 members Mstep: Class 13 contains 7124 members Mstep: Class 14 contains 3051 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1719 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3519 members Mstep: Class 20 contains 20878 members Mstep: Class 21 contains 1340 members Mstep: Class 22 contains 13243 members Mstep: Class 23 contains 3928 members Mstep: Class 24 contains 6515 members Mstep: Class 25 contains 659 members Mstep: Class 26 contains 777 members Mstep: Class 27 contains 779 members Mstep: Class 28 contains 1540 members Entering Unmasked Estep ConsiderDeletion Score: -9337609.000000 Penalty: 16235.008789 Iteration 83Q: 29 clusters Score -9337609 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222075 members Mstep: Class 2 contains 14006 members Mstep: Class 3 contains 4152 members Mstep: Class 4 contains 5543 members Mstep: Class 5 contains 887 members Mstep: Class 6 contains 5024 members Mstep: Class 7 contains 1871 members Mstep: Class 8 contains 11137 members Mstep: Class 9 contains 4758 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2069 members Mstep: Class 13 contains 7127 members Mstep: Class 14 contains 3048 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1727 members Mstep: Class 18 contains 640 members Mstep: Class 19 contains 3516 members Mstep: Class 20 contains 20849 members Mstep: Class 21 contains 1338 members Mstep: Class 22 contains 13227 members Mstep: Class 23 contains 3931 members Mstep: Class 24 contains 6510 members Mstep: Class 25 contains 660 members Mstep: Class 26 contains 792 members Mstep: Class 27 contains 774 members Mstep: Class 28 contains 1543 members Entering Unmasked Estep ConsiderDeletion Score: -9337662.000000 Penalty: 16235.008789 Iteration 84Q: 29 clusters Score -9337662 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222073 members Mstep: Class 2 contains 14005 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 5588 members Mstep: Class 5 contains 915 members Mstep: Class 6 contains 5011 members Mstep: Class 7 contains 1871 members Mstep: Class 8 contains 11108 members Mstep: Class 9 contains 4759 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2068 members Mstep: Class 13 contains 7130 members Mstep: Class 14 contains 3043 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1730 members Mstep: Class 18 contains 639 members Mstep: Class 19 contains 3512 members Mstep: Class 20 contains 20823 members Mstep: Class 21 contains 1336 members Mstep: Class 22 contains 13215 members Mstep: Class 23 contains 3938 members Mstep: Class 24 contains 6507 members Mstep: Class 25 contains 660 members Mstep: Class 26 contains 802 members Mstep: Class 27 contains 772 members Mstep: Class 28 contains 1545 members Entering Unmasked Estep ConsiderDeletion Score: -9337689.000000 Penalty: 16235.008789 Iteration 85Q: 29 clusters Score -9337689 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222063 members Mstep: Class 2 contains 14005 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 5628 members Mstep: Class 5 contains 933 members Mstep: Class 6 contains 5005 members Mstep: Class 7 contains 1876 members Mstep: Class 8 contains 11091 members Mstep: Class 9 contains 4759 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2068 members Mstep: Class 13 contains 7135 members Mstep: Class 14 contains 3041 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1733 members Mstep: Class 18 contains 639 members Mstep: Class 19 contains 3507 members Mstep: Class 20 contains 20795 members Mstep: Class 21 contains 1332 members Mstep: Class 22 contains 13205 members Mstep: Class 23 contains 3940 members Mstep: Class 24 contains 6504 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 816 members Mstep: Class 27 contains 769 members Mstep: Class 28 contains 1546 members Entering Unmasked Estep ConsiderDeletion Score: -9337681.000000 Penalty: 16235.008789 Iteration 86Q: 29 clusters Score -9337681 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222061 members Mstep: Class 2 contains 14002 members Mstep: Class 3 contains 4150 members Mstep: Class 4 contains 5661 members Mstep: Class 5 contains 947 members Mstep: Class 6 contains 4996 members Mstep: Class 7 contains 1873 members Mstep: Class 8 contains 11080 members Mstep: Class 9 contains 4761 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2068 members Mstep: Class 13 contains 7138 members Mstep: Class 14 contains 3040 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1738 members Mstep: Class 18 contains 639 members Mstep: Class 19 contains 3505 members Mstep: Class 20 contains 20775 members Mstep: Class 21 contains 1330 members Mstep: Class 22 contains 13195 members Mstep: Class 23 contains 3943 members Mstep: Class 24 contains 6502 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 827 members Mstep: Class 27 contains 764 members Mstep: Class 28 contains 1548 members Entering Unmasked Estep ConsiderDeletion Score: -9337687.000000 Penalty: 16235.008789 Iteration 87Q: 29 clusters Score -9337687 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222060 members Mstep: Class 2 contains 13999 members Mstep: Class 3 contains 4149 members Mstep: Class 4 contains 5696 members Mstep: Class 5 contains 955 members Mstep: Class 6 contains 4987 members Mstep: Class 7 contains 1871 members Mstep: Class 8 contains 11073 members Mstep: Class 9 contains 4763 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2073 members Mstep: Class 13 contains 7140 members Mstep: Class 14 contains 3036 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1745 members Mstep: Class 18 contains 639 members Mstep: Class 19 contains 3502 members Mstep: Class 20 contains 20759 members Mstep: Class 21 contains 1327 members Mstep: Class 22 contains 13187 members Mstep: Class 23 contains 3944 members Mstep: Class 24 contains 6501 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 830 members Mstep: Class 27 contains 756 members Mstep: Class 28 contains 1550 members Entering Unmasked Estep ConsiderDeletion Score: -9337707.000000 Penalty: 16235.008789 Iteration 88Q: 29 clusters Score -9337707 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222058 members Mstep: Class 2 contains 13998 members Mstep: Class 3 contains 4147 members Mstep: Class 4 contains 5726 members Mstep: Class 5 contains 959 members Mstep: Class 6 contains 4981 members Mstep: Class 7 contains 1868 members Mstep: Class 8 contains 11071 members Mstep: Class 9 contains 4766 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2286 members Mstep: Class 12 contains 2075 members Mstep: Class 13 contains 7143 members Mstep: Class 14 contains 3036 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1749 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3497 members Mstep: Class 20 contains 20743 members Mstep: Class 21 contains 1328 members Mstep: Class 22 contains 13175 members Mstep: Class 23 contains 3945 members Mstep: Class 24 contains 6500 members Mstep: Class 25 contains 663 members Mstep: Class 26 contains 833 members Mstep: Class 27 contains 753 members Mstep: Class 28 contains 1551 members Entering Unmasked Estep ConsiderDeletion Score: -9337705.000000 Penalty: 16235.008789 Iteration 89Q: 29 clusters Score -9337705 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222056 members Mstep: Class 2 contains 13998 members Mstep: Class 3 contains 4146 members Mstep: Class 4 contains 5759 members Mstep: Class 5 contains 963 members Mstep: Class 6 contains 4972 members Mstep: Class 7 contains 1868 members Mstep: Class 8 contains 11068 members Mstep: Class 9 contains 4769 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2287 members Mstep: Class 12 contains 2075 members Mstep: Class 13 contains 7146 members Mstep: Class 14 contains 3035 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1756 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3492 members Mstep: Class 20 contains 20725 members Mstep: Class 21 contains 1330 members Mstep: Class 22 contains 13164 members Mstep: Class 23 contains 3946 members Mstep: Class 24 contains 6499 members Mstep: Class 25 contains 663 members Mstep: Class 26 contains 836 members Mstep: Class 27 contains 747 members Mstep: Class 28 contains 1551 members Entering Unmasked Estep ConsiderDeletion Score: -9337725.000000 Penalty: 16235.008789 Iteration 90Q: 29 clusters Score -9337725 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13998 members Mstep: Class 3 contains 4145 members Mstep: Class 4 contains 5784 members Mstep: Class 5 contains 968 members Mstep: Class 6 contains 4961 members Mstep: Class 7 contains 1869 members Mstep: Class 8 contains 11064 members Mstep: Class 9 contains 4774 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2076 members Mstep: Class 13 contains 7147 members Mstep: Class 14 contains 3032 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1764 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3490 members Mstep: Class 20 contains 20714 members Mstep: Class 21 contains 1328 members Mstep: Class 22 contains 13153 members Mstep: Class 23 contains 3949 members Mstep: Class 24 contains 6502 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 841 members Mstep: Class 27 contains 738 members Mstep: Class 28 contains 1551 members Entering Unmasked Estep ConsiderDeletion Score: -9337724.000000 Penalty: 16235.008789 Iteration 91Q: 29 clusters Score -9337724 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13999 members Mstep: Class 3 contains 4145 members Mstep: Class 4 contains 5812 members Mstep: Class 5 contains 973 members Mstep: Class 6 contains 4951 members Mstep: Class 7 contains 1868 members Mstep: Class 8 contains 11059 members Mstep: Class 9 contains 4776 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2077 members Mstep: Class 13 contains 7148 members Mstep: Class 14 contains 3031 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1768 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3489 members Mstep: Class 20 contains 20698 members Mstep: Class 21 contains 1325 members Mstep: Class 22 contains 13148 members Mstep: Class 23 contains 3950 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 846 members Mstep: Class 27 contains 730 members Mstep: Class 28 contains 1551 members Entering Unmasked Estep ConsiderDeletion Score: -9337721.000000 Penalty: 16235.008789 Iteration 92Q: 29 clusters Score -9337721 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222054 members Mstep: Class 2 contains 13998 members Mstep: Class 3 contains 4144 members Mstep: Class 4 contains 5834 members Mstep: Class 5 contains 974 members Mstep: Class 6 contains 4942 members Mstep: Class 7 contains 1866 members Mstep: Class 8 contains 11059 members Mstep: Class 9 contains 4780 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2079 members Mstep: Class 13 contains 7149 members Mstep: Class 14 contains 3030 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1773 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3488 members Mstep: Class 20 contains 20690 members Mstep: Class 21 contains 1320 members Mstep: Class 22 contains 13140 members Mstep: Class 23 contains 3950 members Mstep: Class 24 contains 6505 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 850 members Mstep: Class 27 contains 725 members Mstep: Class 28 contains 1552 members Entering Unmasked Estep ConsiderDeletion Score: -9337719.000000 Penalty: 16235.008789 Iteration 93Q: 29 clusters Score -9337719 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222054 members Mstep: Class 2 contains 13997 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5848 members Mstep: Class 5 contains 976 members Mstep: Class 6 contains 4930 members Mstep: Class 7 contains 1866 members Mstep: Class 8 contains 11058 members Mstep: Class 9 contains 4781 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2081 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3027 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1780 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3487 members Mstep: Class 20 contains 20690 members Mstep: Class 21 contains 1314 members Mstep: Class 22 contains 13134 members Mstep: Class 23 contains 3951 members Mstep: Class 24 contains 6504 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 857 members Mstep: Class 27 contains 719 members Mstep: Class 28 contains 1553 members Entering Unmasked Estep ConsiderDeletion Score: -9337723.000000 Penalty: 16235.008789 Iteration 94Q: 29 clusters Score -9337723 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13997 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5860 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4916 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4783 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2083 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3024 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 396 members Mstep: Class 17 contains 1783 members Mstep: Class 18 contains 638 members Mstep: Class 19 contains 3488 members Mstep: Class 20 contains 20691 members Mstep: Class 21 contains 1311 members Mstep: Class 22 contains 13130 members Mstep: Class 23 contains 3953 members Mstep: Class 24 contains 6504 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 864 members Mstep: Class 27 contains 718 members Mstep: Class 28 contains 1552 members Entering Unmasked Estep ConsiderDeletion Score: -9337730.000000 Penalty: 16235.008789 Iteration 95Q: 29 clusters Score -9337730 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13996 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5863 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4909 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4782 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2094 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3022 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1788 members Mstep: Class 18 contains 637 members Mstep: Class 19 contains 3488 members Mstep: Class 20 contains 20699 members Mstep: Class 21 contains 1303 members Mstep: Class 22 contains 13122 members Mstep: Class 23 contains 3954 members Mstep: Class 24 contains 6503 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 868 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 1553 members Entering Unmasked Estep ConsiderDeletion Score: -9337747.000000 Penalty: 16235.008789 Iteration 96Q: 29 clusters Score -9337747 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222050 members Mstep: Class 2 contains 13995 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5872 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4897 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4782 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2101 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3021 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1789 members Mstep: Class 18 contains 635 members Mstep: Class 19 contains 3489 members Mstep: Class 20 contains 20707 members Mstep: Class 21 contains 1300 members Mstep: Class 22 contains 13114 members Mstep: Class 23 contains 3954 members Mstep: Class 24 contains 6502 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 870 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337716.000000 Penalty: 16235.008789 Iteration 97Q: 29 clusters Score -9337716 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222046 members Mstep: Class 2 contains 13993 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5882 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4890 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4783 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2107 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1790 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3489 members Mstep: Class 20 contains 20705 members Mstep: Class 21 contains 1298 members Mstep: Class 22 contains 13111 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6503 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 871 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337745.000000 Penalty: 16235.008789 Iteration 98Q: 29 clusters Score -9337745 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222046 members Mstep: Class 2 contains 13992 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5889 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4884 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4789 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2110 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1791 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3489 members Mstep: Class 20 contains 20701 members Mstep: Class 21 contains 1295 members Mstep: Class 22 contains 13108 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6503 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 873 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1553 members Entering Unmasked Estep ConsiderDeletion Score: -9337742.000000 Penalty: 16235.008789 Iteration 99Q: 29 clusters Score -9337742 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13989 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5895 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4881 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4791 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2110 members Mstep: Class 13 contains 7153 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1793 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 3489 members Mstep: Class 20 contains 20692 members Mstep: Class 21 contains 1295 members Mstep: Class 22 contains 13107 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6503 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 876 members Mstep: Class 27 contains 715 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337737.000000 Penalty: 16235.008789 Iteration 100F: 29 clusters Score -9337737 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222049 members Mstep: Class 2 contains 13987 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5902 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4878 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4793 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7155 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1796 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 3488 members Mstep: Class 20 contains 20687 members Mstep: Class 21 contains 1294 members Mstep: Class 22 contains 13105 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6504 members Mstep: Class 25 contains 660 members Mstep: Class 26 contains 877 members Mstep: Class 27 contains 712 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337734.000000 Penalty: 16235.008789 Iteration 101Q: 29 clusters Score -9337734 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13986 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5905 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4874 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4795 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1801 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 3486 members Mstep: Class 20 contains 20686 members Mstep: Class 21 contains 1292 members Mstep: Class 22 contains 13102 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6504 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 880 members Mstep: Class 27 contains 707 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337714.000000 Penalty: 16235.008789 Iteration 102Q: 29 clusters Score -9337714 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222051 members Mstep: Class 2 contains 13985 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5909 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4867 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4795 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1803 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20690 members Mstep: Class 21 contains 1292 members Mstep: Class 22 contains 13098 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 661 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 707 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337741.000000 Penalty: 16235.008789 Iteration 103Q: 29 clusters Score -9337741 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13985 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5913 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4862 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4797 members Mstep: Class 10 contains 1321 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1805 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20694 members Mstep: Class 21 contains 1290 members Mstep: Class 22 contains 13093 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6505 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 705 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337726.000000 Penalty: 16235.008789 Iteration 104Q: 29 clusters Score -9337726 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13985 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5914 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4859 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4797 members Mstep: Class 10 contains 1322 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7158 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20698 members Mstep: Class 21 contains 1290 members Mstep: Class 22 contains 13088 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6505 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 705 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337737.000000 Penalty: 16235.008789 Iteration 105Q: 29 clusters Score -9337737 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13985 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4853 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4797 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2290 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20703 members Mstep: Class 21 contains 1290 members Mstep: Class 22 contains 13082 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6504 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 708 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337748.000000 Penalty: 16235.008789 Iteration 106Q: 29 clusters Score -9337748 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13984 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4844 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4798 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3485 members Mstep: Class 20 contains 20710 members Mstep: Class 21 contains 1290 members Mstep: Class 22 contains 13082 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6504 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 710 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337753.000000 Penalty: 16235.008789 Iteration 107Q: 29 clusters Score -9337753 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13984 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4837 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4797 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1808 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3486 members Mstep: Class 20 contains 20716 members Mstep: Class 21 contains 1290 members Mstep: Class 22 contains 13082 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6504 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 710 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337739.000000 Penalty: 16235.008789 Iteration 108Q: 29 clusters Score -9337739 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13983 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4827 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4795 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3487 members Mstep: Class 20 contains 20727 members Mstep: Class 21 contains 1290 members Mstep: Class 22 contains 13081 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 712 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337741.000000 Penalty: 16235.008789 Iteration 109Q: 29 clusters Score -9337741 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13983 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5915 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4821 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4793 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3488 members Mstep: Class 20 contains 20735 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13079 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 714 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337739.000000 Penalty: 16235.008789 Iteration 110Q: 29 clusters Score -9337739 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13983 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5917 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4816 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4790 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1044 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 632 members Mstep: Class 19 contains 3488 members Mstep: Class 20 contains 20741 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13076 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 717 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337747.000000 Penalty: 16235.008789 Iteration 111Q: 29 clusters Score -9337747 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13983 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5919 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4815 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4789 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7160 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1045 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 633 members Mstep: Class 19 contains 3487 members Mstep: Class 20 contains 20740 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13075 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337751.000000 Penalty: 16235.008789 Iteration 112Q: 29 clusters Score -9337751 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13983 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5920 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4814 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4788 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7160 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3486 members Mstep: Class 20 contains 20741 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13074 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337762.000000 Penalty: 16235.008789 Iteration 113Q: 29 clusters Score -9337762 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13983 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5920 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4812 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4788 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7162 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3485 members Mstep: Class 20 contains 20743 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337764.000000 Penalty: 16235.008789 Iteration 114Q: 29 clusters Score -9337764 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13983 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5922 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4810 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4788 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7162 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3485 members Mstep: Class 20 contains 20743 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337766.000000 Penalty: 16235.008789 Iteration 115Q: 29 clusters Score -9337766 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13982 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5924 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4809 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4788 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7162 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3485 members Mstep: Class 20 contains 20743 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337766.000000 Penalty: 16235.008789 Iteration 116Q: 29 clusters Score -9337766 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13980 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5927 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4808 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4788 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7162 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3485 members Mstep: Class 20 contains 20744 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13072 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337761.000000 Penalty: 16235.008789 Iteration 117Q: 29 clusters Score -9337761 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222052 members Mstep: Class 2 contains 13978 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 5933 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4808 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4788 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7161 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3485 members Mstep: Class 20 contains 20739 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9337760.000000 Penalty: 16235.008789 Iteration 118Q: 29 clusters Score -9337760 nChanged 8 Entering ConstructFrom: Score: -9337760.000000 Penalty: 16235.008789 Entering ConstructFrom: Trying to split cluster 1 (222051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222051 members Entering Unmasked Estep Score: -6417417.000000 Penalty: 560.135132 Iteration 0F: 2 clusters Score -6417417 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110839 members Mstep: Class 2 contains 111212 members Entering Unmasked Estep Score: -6266190.000000 Penalty: 1120.270264 Iteration 0F: 3 clusters Score -6266190 nChanged 109524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104061 members Mstep: Class 2 contains 117990 members Entering Unmasked Estep Score: -6337931.000000 Penalty: 1120.270264 Iteration 1F: 3 clusters Score -6337931 nChanged 12476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100239 members Mstep: Class 2 contains 121812 members Entering Unmasked Estep Score: -6344651.500000 Penalty: 1120.270264 Iteration 2F: 3 clusters Score -6344652 nChanged 14139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95562 members Mstep: Class 2 contains 126489 members Entering Unmasked Estep Score: -6354571.000000 Penalty: 1120.270264 Iteration 3F: 3 clusters Score -6354571 nChanged 15583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90889 members Mstep: Class 2 contains 131162 members Entering Unmasked Estep Score: -6367373.000000 Penalty: 1120.270264 Iteration 4F: 3 clusters Score -6367373 nChanged 14960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87657 members Mstep: Class 2 contains 134394 members Entering Unmasked Estep Score: -6378454.500000 Penalty: 1120.270264 Iteration 5F: 3 clusters Score -6378454 nChanged 11008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85757 members Mstep: Class 2 contains 136294 members Entering Unmasked Estep Score: -6383809.500000 Penalty: 1120.270264 Iteration 6Q: 3 clusters Score -6383810 nChanged 6474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84047 members Mstep: Class 2 contains 138004 members Entering Unmasked Estep Score: -6385629.500000 Penalty: 1120.270264 Iteration 7Q: 3 clusters Score -6385630 nChanged 3861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82210 members Mstep: Class 2 contains 139841 members Entering Unmasked Estep Score: -6386743.500000 Penalty: 1120.270264 Iteration 8Q: 3 clusters Score -6386744 nChanged 3165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80383 members Mstep: Class 2 contains 141668 members Entering Unmasked Estep Score: -6387746.000000 Penalty: 1120.270264 Iteration 9Q: 3 clusters Score -6387746 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78603 members Mstep: Class 2 contains 143448 members Entering Unmasked Estep Score: -6388658.500000 Penalty: 1120.270264 Iteration 10Q: 3 clusters Score -6388658 nChanged 2971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76840 members Mstep: Class 2 contains 145211 members Entering Unmasked Estep Score: -6389461.500000 Penalty: 1120.270264 Iteration 11Q: 3 clusters Score -6389462 nChanged 2881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75063 members Mstep: Class 2 contains 146988 members Entering Unmasked Estep Score: -6390261.500000 Penalty: 1120.270264 Iteration 12Q: 3 clusters Score -6390262 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73387 members Mstep: Class 2 contains 148664 members Entering Unmasked Estep Score: -6390947.000000 Penalty: 1120.270264 Iteration 13Q: 3 clusters Score -6390947 nChanged 2481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71752 members Mstep: Class 2 contains 150299 members Entering Unmasked Estep Score: -6391567.500000 Penalty: 1120.270264 Iteration 14Q: 3 clusters Score -6391568 nChanged 2334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70134 members Mstep: Class 2 contains 151917 members Entering Unmasked Estep Score: -6392065.000000 Penalty: 1120.270264 Iteration 15Q: 3 clusters Score -6392065 nChanged 2235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68453 members Mstep: Class 2 contains 153598 members Entering Unmasked Estep Score: -6392579.500000 Penalty: 1120.270264 Iteration 16Q: 3 clusters Score -6392580 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66733 members Mstep: Class 2 contains 155318 members Entering Unmasked Estep Score: -6393118.000000 Penalty: 1120.270264 Iteration 17Q: 3 clusters Score -6393118 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65023 members Mstep: Class 2 contains 157028 members Entering Unmasked Estep Score: -6393538.500000 Penalty: 1120.270264 Iteration 18Q: 3 clusters Score -6393538 nChanged 2020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63269 members Mstep: Class 2 contains 158782 members Entering Unmasked Estep Score: -6393949.500000 Penalty: 1120.270264 Iteration 19Q: 3 clusters Score -6393950 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61468 members Mstep: Class 2 contains 160583 members Entering Unmasked Estep Score: -6394382.000000 Penalty: 1120.270264 Iteration 20F: 3 clusters Score -6394382 nChanged 1961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59627 members Mstep: Class 2 contains 162424 members Entering Unmasked Estep Score: -6394669.000000 Penalty: 1120.270264 Iteration 21Q: 3 clusters Score -6394669 nChanged 2009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57676 members Mstep: Class 2 contains 164375 members Entering Unmasked Estep Score: -6395114.500000 Penalty: 1120.270264 Iteration 22Q: 3 clusters Score -6395114 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55612 members Mstep: Class 2 contains 166439 members Entering Unmasked Estep Score: -6395542.500000 Penalty: 1120.270264 Iteration 23Q: 3 clusters Score -6395542 nChanged 2212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53422 members Mstep: Class 2 contains 168629 members Entering Unmasked Estep Score: -6396006.000000 Penalty: 1120.270264 Iteration 24Q: 3 clusters Score -6396006 nChanged 2285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51141 members Mstep: Class 2 contains 170910 members Entering Unmasked Estep Score: -6396505.500000 Penalty: 1120.270264 Iteration 25Q: 3 clusters Score -6396506 nChanged 2317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48830 members Mstep: Class 2 contains 173221 members Entering Unmasked Estep Score: -6397044.500000 Penalty: 1120.270264 Iteration 26Q: 3 clusters Score -6397044 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46452 members Mstep: Class 2 contains 175599 members Entering Unmasked Estep Score: -6397584.000000 Penalty: 1120.270264 Iteration 27Q: 3 clusters Score -6397584 nChanged 2482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43972 members Mstep: Class 2 contains 178079 members Entering Unmasked Estep Score: -6398205.000000 Penalty: 1120.270264 Iteration 28Q: 3 clusters Score -6398205 nChanged 2590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41382 members Mstep: Class 2 contains 180669 members Entering Unmasked Estep Score: -6398820.500000 Penalty: 1120.270264 Iteration 29Q: 3 clusters Score -6398820 nChanged 2653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38729 members Mstep: Class 2 contains 183322 members Entering Unmasked Estep Score: -6399500.500000 Penalty: 1120.270264 Iteration 30Q: 3 clusters Score -6399500 nChanged 2680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36049 members Mstep: Class 2 contains 186002 members Entering Unmasked Estep Score: -6400302.000000 Penalty: 1120.270264 Iteration 31Q: 3 clusters Score -6400302 nChanged 2778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33271 members Mstep: Class 2 contains 188780 members Entering Unmasked Estep Score: -6401163.000000 Penalty: 1120.270264 Iteration 32Q: 3 clusters Score -6401163 nChanged 2938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30333 members Mstep: Class 2 contains 191718 members Entering Unmasked Estep Score: -6402098.500000 Penalty: 1120.270264 Iteration 33Q: 3 clusters Score -6402098 nChanged 2981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27352 members Mstep: Class 2 contains 194699 members Entering Unmasked Estep Score: -6403265.500000 Penalty: 1120.270264 Iteration 34Q: 3 clusters Score -6403266 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24333 members Mstep: Class 2 contains 197718 members Entering Unmasked Estep Score: -6404428.000000 Penalty: 1120.270264 Iteration 35Q: 3 clusters Score -6404428 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21314 members Mstep: Class 2 contains 200737 members Entering Unmasked Estep Score: -6405764.000000 Penalty: 1120.270264 Iteration 36Q: 3 clusters Score -6405764 nChanged 3035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18279 members Mstep: Class 2 contains 203772 members Entering Unmasked Estep Score: -6407199.500000 Penalty: 1120.270264 Iteration 37Q: 3 clusters Score -6407200 nChanged 2926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15353 members Mstep: Class 2 contains 206698 members Entering Unmasked Estep Score: -6408646.500000 Penalty: 1120.270264 Iteration 38Q: 3 clusters Score -6408646 nChanged 2670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12683 members Mstep: Class 2 contains 209368 members Entering Unmasked Estep Score: -6410103.000000 Penalty: 1120.270264 Iteration 39Q: 3 clusters Score -6410103 nChanged 2448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10235 members Mstep: Class 2 contains 211816 members Entering Unmasked Estep Score: -6411572.500000 Penalty: 1120.270264 Iteration 40F: 3 clusters Score -6411572 nChanged 2121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8116 members Mstep: Class 2 contains 213935 members Entering Unmasked Estep Score: -6412863.000000 Penalty: 1120.270264 Iteration 41Q: 3 clusters Score -6412863 nChanged 1785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 215718 members Entering Unmasked Estep Score: -6413922.500000 Penalty: 1120.270264 Iteration 42Q: 3 clusters Score -6413922 nChanged 1391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 217107 members Entering Unmasked Estep Score: -6414741.500000 Penalty: 1120.270264 Iteration 43Q: 3 clusters Score -6414742 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3878 members Mstep: Class 2 contains 218173 members Entering Unmasked Estep Score: -6415398.000000 Penalty: 1120.270264 Iteration 44Q: 3 clusters Score -6415398 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 218965 members Entering Unmasked Estep Score: -6415903.500000 Penalty: 1120.270264 Iteration 45Q: 3 clusters Score -6415904 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 219547 members Entering Unmasked Estep Score: -6416235.000000 Penalty: 1120.270264 Iteration 46Q: 3 clusters Score -6416235 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 219984 members Entering Unmasked Estep Score: -6416474.500000 Penalty: 1120.270264 Iteration 47Q: 3 clusters Score -6416474 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 220316 members Entering Unmasked Estep Score: -6416631.500000 Penalty: 1120.270264 Iteration 48Q: 3 clusters Score -6416632 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 220548 members Entering Unmasked Estep Score: -6416724.000000 Penalty: 1120.270264 Iteration 49Q: 3 clusters Score -6416724 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 220733 members Entering Unmasked Estep Score: -6416838.000000 Penalty: 1120.270264 Iteration 50Q: 3 clusters Score -6416838 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 220887 members Entering Unmasked Estep Score: -6416887.500000 Penalty: 1120.270264 Iteration 51Q: 3 clusters Score -6416888 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 220987 members Entering Unmasked Estep Score: -6416930.000000 Penalty: 1120.270264 Iteration 52Q: 3 clusters Score -6416930 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 221066 members Entering Unmasked Estep Score: -6416962.500000 Penalty: 1120.270264 Iteration 53Q: 3 clusters Score -6416962 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 221111 members Entering Unmasked Estep Score: -6417010.000000 Penalty: 1120.270264 Iteration 54Q: 3 clusters Score -6417010 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 221142 members Entering Unmasked Estep Score: -6417014.500000 Penalty: 1120.270264 Iteration 55Q: 3 clusters Score -6417014 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 221163 members Entering Unmasked Estep Score: -6417024.500000 Penalty: 1120.270264 Iteration 56Q: 3 clusters Score -6417024 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 221184 members Entering Unmasked Estep Score: -6417044.000000 Penalty: 1120.270264 Iteration 57Q: 3 clusters Score -6417044 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 221198 members Entering Unmasked Estep Score: -6417070.000000 Penalty: 1120.270264 Iteration 58Q: 3 clusters Score -6417070 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 221204 members Entering Unmasked Estep Score: -6417081.500000 Penalty: 1120.270264 Iteration 59Q: 3 clusters Score -6417082 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 221212 members Entering Unmasked Estep Score: -6417091.000000 Penalty: 1120.270264 Iteration 60F: 3 clusters Score -6417091 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 221208 members Entering Unmasked Estep Score: -6417116.000000 Penalty: 1120.270264 Iteration 61Q: 3 clusters Score -6417116 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 221205 members Entering Unmasked Estep Score: -6417138.000000 Penalty: 1120.270264 Iteration 62Q: 3 clusters Score -6417138 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 221209 members Entering Unmasked Estep Score: -6417159.000000 Penalty: 1120.270264 Iteration 63Q: 3 clusters Score -6417159 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 221225 members Entering Unmasked Estep Score: -6417170.000000 Penalty: 1120.270264 Iteration 64Q: 3 clusters Score -6417170 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 221226 members Entering Unmasked Estep Score: -6417195.500000 Penalty: 1120.270264 Iteration 65Q: 3 clusters Score -6417196 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 221220 members Entering Unmasked Estep Score: -6417202.500000 Penalty: 1120.270264 Iteration 66Q: 3 clusters Score -6417202 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 221208 members Entering Unmasked Estep Score: -6417209.500000 Penalty: 1120.270264 Iteration 67Q: 3 clusters Score -6417210 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 221195 members Entering Unmasked Estep Score: -6417210.000000 Penalty: 1120.270264 Iteration 68Q: 3 clusters Score -6417210 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 221180 members Entering Unmasked Estep Score: -6417224.000000 Penalty: 1120.270264 Iteration 69Q: 3 clusters Score -6417224 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 221178 members Entering Unmasked Estep Score: -6417226.500000 Penalty: 1120.270264 Iteration 70Q: 3 clusters Score -6417226 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 221180 members Entering Unmasked Estep Score: -6417224.000000 Penalty: 1120.270264 Iteration 71Q: 3 clusters Score -6417224 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 221184 members Entering Unmasked Estep Score: -6417223.500000 Penalty: 1120.270264 Iteration 72Q: 3 clusters Score -6417224 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 221190 members Entering Unmasked Estep Score: -6417222.500000 Penalty: 1120.270264 Iteration 73Q: 3 clusters Score -6417222 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 221198 members Entering Unmasked Estep Score: -6417219.000000 Penalty: 1120.270264 Iteration 74Q: 3 clusters Score -6417219 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 221199 members Entering Unmasked Estep Score: -6417214.500000 Penalty: 1120.270264 Iteration 75Q: 3 clusters Score -6417214 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 221197 members Entering Unmasked Estep Score: -6417219.000000 Penalty: 1120.270264 Iteration 76Q: 3 clusters Score -6417219 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 221194 members Entering Unmasked Estep Score: -6417227.000000 Penalty: 1120.270264 Iteration 77Q: 3 clusters Score -6417227 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 221193 members Entering Unmasked Estep Score: -6417222.500000 Penalty: 1120.270264 Iteration 78Q: 3 clusters Score -6417222 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 221190 members Entering Unmasked Estep Score: -6417220.000000 Penalty: 1120.270264 Iteration 79Q: 3 clusters Score -6417220 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 221192 members Entering Unmasked Estep Score: -6417223.500000 Penalty: 1120.270264 Iteration 80F: 3 clusters Score -6417224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 221192 members Entering Unmasked Estep Score: -6417224.500000 Penalty: 1120.270264 Iteration 81Q: 3 clusters Score -6417224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 221193 members Entering Unmasked Estep Score: -6417222.500000 Penalty: 1120.270264 Iteration 82Q: 3 clusters Score -6417222 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 221193 members Entering Unmasked Estep Score: -6417222.500000 Penalty: 1120.270264 Iteration 83F: 3 clusters Score -6417222 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13978 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13978 members Entering Unmasked Estep Score: -419154.187500 Penalty: 434.308441 Iteration 0F: 2 clusters Score -419154.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -409792.875000 Penalty: 868.616882 Iteration 0F: 3 clusters Score -409792.9 nChanged 6559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -413543.312500 Penalty: 868.616882 Iteration 1F: 3 clusters Score -413543.3 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 7119 members Entering Unmasked Estep Score: -413764.656250 Penalty: 868.616882 Iteration 2Q: 3 clusters Score -413764.7 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -414012.062500 Penalty: 868.616882 Iteration 3Q: 3 clusters Score -414012.1 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 7459 members Entering Unmasked Estep Score: -414404.750000 Penalty: 868.616882 Iteration 4F: 3 clusters Score -414404.8 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 7707 members Entering Unmasked Estep Score: -414933.843750 Penalty: 868.616882 Iteration 5F: 3 clusters Score -414933.8 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 8022 members Entering Unmasked Estep Score: -415527.843750 Penalty: 868.616882 Iteration 6F: 3 clusters Score -415527.8 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5650 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -416037.500000 Penalty: 868.616882 Iteration 7F: 3 clusters Score -416037.5 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -416424.875000 Penalty: 868.616882 Iteration 8F: 3 clusters Score -416424.9 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 8861 members Entering Unmasked Estep Score: -416724.218750 Penalty: 868.616882 Iteration 9Q: 3 clusters Score -416724.2 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4875 members Mstep: Class 2 contains 9103 members Entering Unmasked Estep Score: -416945.500000 Penalty: 868.616882 Iteration 10Q: 3 clusters Score -416945.5 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 9334 members Entering Unmasked Estep Score: -417101.750000 Penalty: 868.616882 Iteration 11Q: 3 clusters Score -417101.8 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4400 members Mstep: Class 2 contains 9578 members Entering Unmasked Estep Score: -417242.687500 Penalty: 868.616882 Iteration 12Q: 3 clusters Score -417242.7 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -417375.343750 Penalty: 868.616882 Iteration 13Q: 3 clusters Score -417375.3 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3921 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -417488.781250 Penalty: 868.616882 Iteration 14Q: 3 clusters Score -417488.8 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 10303 members Entering Unmasked Estep Score: -417605.562500 Penalty: 868.616882 Iteration 15Q: 3 clusters Score -417605.6 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 10557 members Entering Unmasked Estep Score: -417746.468750 Penalty: 868.616882 Iteration 16Q: 3 clusters Score -417746.5 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 10826 members Entering Unmasked Estep Score: -417913.312500 Penalty: 868.616882 Iteration 17Q: 3 clusters Score -417913.3 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 11088 members Entering Unmasked Estep Score: -418069.781250 Penalty: 868.616882 Iteration 18Q: 3 clusters Score -418069.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2643 members Mstep: Class 2 contains 11335 members Entering Unmasked Estep Score: -418204.531250 Penalty: 868.616882 Iteration 19Q: 3 clusters Score -418204.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 11554 members Entering Unmasked Estep Score: -418320.000000 Penalty: 868.616882 Iteration 20F: 3 clusters Score -418320 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 11741 members Entering Unmasked Estep Score: -418407.593750 Penalty: 868.616882 Iteration 21Q: 3 clusters Score -418407.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 11913 members Entering Unmasked Estep Score: -418481.468750 Penalty: 868.616882 Iteration 22Q: 3 clusters Score -418481.5 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 12086 members Entering Unmasked Estep Score: -418547.812500 Penalty: 868.616882 Iteration 23Q: 3 clusters Score -418547.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 12253 members Entering Unmasked Estep Score: -418621.250000 Penalty: 868.616882 Iteration 24Q: 3 clusters Score -418621.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -418684.968750 Penalty: 868.616882 Iteration 25Q: 3 clusters Score -418685 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 12560 members Entering Unmasked Estep Score: -418747.937500 Penalty: 868.616882 Iteration 26Q: 3 clusters Score -418747.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -418807.937500 Penalty: 868.616882 Iteration 27Q: 3 clusters Score -418807.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -418862.062500 Penalty: 868.616882 Iteration 28Q: 3 clusters Score -418862.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -418906.625000 Penalty: 868.616882 Iteration 29Q: 3 clusters Score -418906.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 12994 members Entering Unmasked Estep Score: -418946.906250 Penalty: 868.616882 Iteration 30Q: 3 clusters Score -418946.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 13058 members Entering Unmasked Estep Score: -418987.000000 Penalty: 868.616882 Iteration 31Q: 3 clusters Score -418987 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 13114 members Entering Unmasked Estep Score: -419022.406250 Penalty: 868.616882 Iteration 32Q: 3 clusters Score -419022.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 13159 members Entering Unmasked Estep Score: -419048.750000 Penalty: 868.616882 Iteration 33Q: 3 clusters Score -419048.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 13193 members Entering Unmasked Estep Score: -419070.937500 Penalty: 868.616882 Iteration 34Q: 3 clusters Score -419070.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 13225 members Entering Unmasked Estep Score: -419093.375000 Penalty: 868.616882 Iteration 35Q: 3 clusters Score -419093.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -419110.062500 Penalty: 868.616882 Iteration 36Q: 3 clusters Score -419110.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 13277 members Entering Unmasked Estep Score: -419121.156250 Penalty: 868.616882 Iteration 37Q: 3 clusters Score -419121.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 13300 members Entering Unmasked Estep Score: -419126.968750 Penalty: 868.616882 Iteration 38Q: 3 clusters Score -419127 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 13314 members Entering Unmasked Estep Score: -419128.687500 Penalty: 868.616882 Iteration 39Q: 3 clusters Score -419128.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -419130.812500 Penalty: 868.616882 Iteration 40F: 3 clusters Score -419130.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 13331 members Entering Unmasked Estep Score: -419131.593750 Penalty: 868.616882 Iteration 41Q: 3 clusters Score -419131.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 13339 members Entering Unmasked Estep Score: -419135.312500 Penalty: 868.616882 Iteration 42Q: 3 clusters Score -419135.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -419134.437500 Penalty: 868.616882 Iteration 43Q: 3 clusters Score -419134.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 13346 members Entering Unmasked Estep Score: -419134.406250 Penalty: 868.616882 Iteration 44Q: 3 clusters Score -419134.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 13347 members Entering Unmasked Estep Score: -419133.718750 Penalty: 868.616882 Iteration 45Q: 3 clusters Score -419133.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 13347 members Entering Unmasked Estep Score: -419133.718750 Penalty: 868.616882 Iteration 46F: 3 clusters Score -419133.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4143 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4143 members Entering Unmasked Estep Score: -124788.250000 Penalty: 378.977448 Iteration 0F: 2 clusters Score -124788.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -121963.781250 Penalty: 757.954895 Iteration 0F: 3 clusters Score -121963.8 nChanged 1833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -123085.765625 Penalty: 757.954895 Iteration 1F: 3 clusters Score -123085.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -123285.585938 Penalty: 757.954895 Iteration 2F: 3 clusters Score -123285.6 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -123464.953125 Penalty: 757.954895 Iteration 3F: 3 clusters Score -123465 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -123642.289062 Penalty: 757.954895 Iteration 4F: 3 clusters Score -123642.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -123800.148438 Penalty: 757.954895 Iteration 5F: 3 clusters Score -123800.1 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -123946.750000 Penalty: 757.954895 Iteration 6Q: 3 clusters Score -123946.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 2481 members Entering Unmasked Estep Score: -124075.296875 Penalty: 757.954895 Iteration 7Q: 3 clusters Score -124075.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -124219.289062 Penalty: 757.954895 Iteration 8Q: 3 clusters Score -124219.3 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -124410.546875 Penalty: 757.954895 Iteration 9Q: 3 clusters Score -124410.5 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -124653.742188 Penalty: 757.954895 Iteration 10Q: 3 clusters Score -124653.7 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2663 members Entering Unmasked Estep Score: -124849.539062 Penalty: 757.954895 Iteration 11Q: 3 clusters Score -124849.5 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -124949.945312 Penalty: 757.954895 Iteration 12Q: 3 clusters Score -124949.9 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -125003.632812 Penalty: 757.954895 Iteration 13Q: 3 clusters Score -125003.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -125062.539062 Penalty: 757.954895 Iteration 14Q: 3 clusters Score -125062.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -125113.070312 Penalty: 757.954895 Iteration 15Q: 3 clusters Score -125113.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -125151.179688 Penalty: 757.954895 Iteration 16Q: 3 clusters Score -125151.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -125188.031250 Penalty: 757.954895 Iteration 17Q: 3 clusters Score -125188 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -125216.023438 Penalty: 757.954895 Iteration 18Q: 3 clusters Score -125216 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -125238.234375 Penalty: 757.954895 Iteration 19Q: 3 clusters Score -125238.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -125253.164062 Penalty: 757.954895 Iteration 20F: 3 clusters Score -125253.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -125264.085938 Penalty: 757.954895 Iteration 21Q: 3 clusters Score -125264.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -125271.531250 Penalty: 757.954895 Iteration 22Q: 3 clusters Score -125271.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1922 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -125274.468750 Penalty: 757.954895 Iteration 23Q: 3 clusters Score -125274.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -125276.265625 Penalty: 757.954895 Iteration 24Q: 3 clusters Score -125276.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -125277.273438 Penalty: 757.954895 Iteration 25Q: 3 clusters Score -125277.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -125277.960938 Penalty: 757.954895 Iteration 26Q: 3 clusters Score -125278 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -125278.476562 Penalty: 757.954895 Iteration 27Q: 3 clusters Score -125278.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -125278.421875 Penalty: 757.954895 Iteration 28Q: 3 clusters Score -125278.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -125279.000000 Penalty: 757.954895 Iteration 29Q: 3 clusters Score -125279 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -125279.828125 Penalty: 757.954895 Iteration 30Q: 3 clusters Score -125279.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -125280.484375 Penalty: 757.954895 Iteration 31Q: 3 clusters Score -125280.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -125280.656250 Penalty: 757.954895 Iteration 32Q: 3 clusters Score -125280.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -125280.937500 Penalty: 757.954895 Iteration 33Q: 3 clusters Score -125280.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -125281.171875 Penalty: 757.954895 Iteration 34Q: 3 clusters Score -125281.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -125281.375000 Penalty: 757.954895 Iteration 35Q: 3 clusters Score -125281.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -125281.640625 Penalty: 757.954895 Iteration 36Q: 3 clusters Score -125281.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -125282.328125 Penalty: 757.954895 Iteration 37Q: 3 clusters Score -125282.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -125282.437500 Penalty: 757.954895 Iteration 38Q: 3 clusters Score -125282.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -125282.437500 Penalty: 757.954895 Iteration 39F: 3 clusters Score -125282.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222051 members Mstep: Class 2 contains 13978 members Mstep: Class 3 contains 1993 members Mstep: Class 4 contains 5938 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4808 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 11057 members Mstep: Class 9 contains 4786 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7161 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20738 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Mstep: Class 29 contains 2150 members Entering Unmasked Estep Score: -9338063.000000 Penalty: 16814.830078 Splitting cluster 3 changes total score from -9337760.000000 to -9338063.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 4 (5938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Entering Unmasked Estep Score: -159497.937500 Penalty: 395.355316 Iteration 0F: 2 clusters Score -159497.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -155534.312500 Penalty: 790.710632 Iteration 0F: 3 clusters Score -155534.3 nChanged 2709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -157156.437500 Penalty: 790.710632 Iteration 1F: 3 clusters Score -157156.4 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -157403.812500 Penalty: 790.710632 Iteration 2F: 3 clusters Score -157403.8 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -157721.140625 Penalty: 790.710632 Iteration 3F: 3 clusters Score -157721.1 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -158092.000000 Penalty: 790.710632 Iteration 4F: 3 clusters Score -158092 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -158358.234375 Penalty: 790.710632 Iteration 5F: 3 clusters Score -158358.2 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -158519.125000 Penalty: 790.710632 Iteration 6Q: 3 clusters Score -158519.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3706 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -158607.750000 Penalty: 790.710632 Iteration 7Q: 3 clusters Score -158607.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -158678.203125 Penalty: 790.710632 Iteration 8Q: 3 clusters Score -158678.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -158727.125000 Penalty: 790.710632 Iteration 9Q: 3 clusters Score -158727.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -158758.437500 Penalty: 790.710632 Iteration 10Q: 3 clusters Score -158758.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -158783.515625 Penalty: 790.710632 Iteration 11Q: 3 clusters Score -158783.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4086 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -158808.390625 Penalty: 790.710632 Iteration 12Q: 3 clusters Score -158808.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -158839.187500 Penalty: 790.710632 Iteration 13Q: 3 clusters Score -158839.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -158864.156250 Penalty: 790.710632 Iteration 14Q: 3 clusters Score -158864.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4297 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -158883.906250 Penalty: 790.710632 Iteration 15Q: 3 clusters Score -158883.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -158901.812500 Penalty: 790.710632 Iteration 16Q: 3 clusters Score -158901.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -158919.234375 Penalty: 790.710632 Iteration 17Q: 3 clusters Score -158919.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -158933.734375 Penalty: 790.710632 Iteration 18Q: 3 clusters Score -158933.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4541 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -158949.890625 Penalty: 790.710632 Iteration 19Q: 3 clusters Score -158949.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4604 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -158967.812500 Penalty: 790.710632 Iteration 20F: 3 clusters Score -158967.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -158982.500000 Penalty: 790.710632 Iteration 21Q: 3 clusters Score -158982.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -158994.765625 Penalty: 790.710632 Iteration 22Q: 3 clusters Score -158994.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -159009.281250 Penalty: 790.710632 Iteration 23Q: 3 clusters Score -159009.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4817 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -159025.468750 Penalty: 790.710632 Iteration 24Q: 3 clusters Score -159025.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -159040.500000 Penalty: 790.710632 Iteration 25Q: 3 clusters Score -159040.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -159052.296875 Penalty: 790.710632 Iteration 26Q: 3 clusters Score -159052.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -159067.000000 Penalty: 790.710632 Iteration 27Q: 3 clusters Score -159067 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -159077.578125 Penalty: 790.710632 Iteration 28Q: 3 clusters Score -159077.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -159086.781250 Penalty: 790.710632 Iteration 29Q: 3 clusters Score -159086.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5058 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -159091.250000 Penalty: 790.710632 Iteration 30Q: 3 clusters Score -159091.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -159094.890625 Penalty: 790.710632 Iteration 31Q: 3 clusters Score -159094.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -159097.031250 Penalty: 790.710632 Iteration 32Q: 3 clusters Score -159097 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -159099.546875 Penalty: 790.710632 Iteration 33Q: 3 clusters Score -159099.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -159101.156250 Penalty: 790.710632 Iteration 34Q: 3 clusters Score -159101.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -159102.078125 Penalty: 790.710632 Iteration 35Q: 3 clusters Score -159102.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -159103.218750 Penalty: 790.710632 Iteration 36Q: 3 clusters Score -159103.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -159103.671875 Penalty: 790.710632 Iteration 37Q: 3 clusters Score -159103.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -159105.156250 Penalty: 790.710632 Iteration 38Q: 3 clusters Score -159105.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -159107.093750 Penalty: 790.710632 Iteration 39Q: 3 clusters Score -159107.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -159107.593750 Penalty: 790.710632 Iteration 40F: 3 clusters Score -159107.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -159107.671875 Penalty: 790.710632 Iteration 41Q: 3 clusters Score -159107.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -159107.671875 Penalty: 790.710632 Iteration 42Q: 3 clusters Score -159107.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -159107.921875 Penalty: 790.710632 Iteration 43Q: 3 clusters Score -159107.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -159108.062500 Penalty: 790.710632 Iteration 44Q: 3 clusters Score -159108.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -159109.109375 Penalty: 790.710632 Iteration 45Q: 3 clusters Score -159109.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -159110.109375 Penalty: 790.710632 Iteration 46Q: 3 clusters Score -159110.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -159110.890625 Penalty: 790.710632 Iteration 47Q: 3 clusters Score -159110.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -159111.828125 Penalty: 790.710632 Iteration 48Q: 3 clusters Score -159111.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -159112.859375 Penalty: 790.710632 Iteration 49Q: 3 clusters Score -159112.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -159114.562500 Penalty: 790.710632 Iteration 50Q: 3 clusters Score -159114.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5207 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -159115.578125 Penalty: 790.710632 Iteration 51Q: 3 clusters Score -159115.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -159116.468750 Penalty: 790.710632 Iteration 52Q: 3 clusters Score -159116.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -159118.031250 Penalty: 790.710632 Iteration 53Q: 3 clusters Score -159118 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -159118.703125 Penalty: 790.710632 Iteration 54Q: 3 clusters Score -159118.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -159121.593750 Penalty: 790.710632 Iteration 55Q: 3 clusters Score -159121.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5260 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -159124.140625 Penalty: 790.710632 Iteration 56Q: 3 clusters Score -159124.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -159126.343750 Penalty: 790.710632 Iteration 57Q: 3 clusters Score -159126.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5287 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -159128.968750 Penalty: 790.710632 Iteration 58Q: 3 clusters Score -159129 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -159131.843750 Penalty: 790.710632 Iteration 59Q: 3 clusters Score -159131.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5312 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -159135.312500 Penalty: 790.710632 Iteration 60F: 3 clusters Score -159135.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5327 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -159141.265625 Penalty: 790.710632 Iteration 61Q: 3 clusters Score -159141.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5341 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -159146.000000 Penalty: 790.710632 Iteration 62Q: 3 clusters Score -159146 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5349 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -159148.437500 Penalty: 790.710632 Iteration 63Q: 3 clusters Score -159148.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5356 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -159150.703125 Penalty: 790.710632 Iteration 64Q: 3 clusters Score -159150.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5360 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -159151.609375 Penalty: 790.710632 Iteration 65Q: 3 clusters Score -159151.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5364 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -159152.109375 Penalty: 790.710632 Iteration 66Q: 3 clusters Score -159152.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -159153.031250 Penalty: 790.710632 Iteration 67Q: 3 clusters Score -159153 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5373 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -159153.484375 Penalty: 790.710632 Iteration 68Q: 3 clusters Score -159153.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -159154.359375 Penalty: 790.710632 Iteration 69Q: 3 clusters Score -159154.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -159154.687500 Penalty: 790.710632 Iteration 70Q: 3 clusters Score -159154.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -159156.062500 Penalty: 790.710632 Iteration 71Q: 3 clusters Score -159156.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -159156.562500 Penalty: 790.710632 Iteration 72Q: 3 clusters Score -159156.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5397 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -159156.750000 Penalty: 790.710632 Iteration 73Q: 3 clusters Score -159156.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5399 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -159158.578125 Penalty: 790.710632 Iteration 74Q: 3 clusters Score -159158.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -159159.078125 Penalty: 790.710632 Iteration 75Q: 3 clusters Score -159159.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -159159.281250 Penalty: 790.710632 Iteration 76Q: 3 clusters Score -159159.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -159159.546875 Penalty: 790.710632 Iteration 77Q: 3 clusters Score -159159.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5407 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -159159.406250 Penalty: 790.710632 Iteration 78Q: 3 clusters Score -159159.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -159159.625000 Penalty: 790.710632 Iteration 79Q: 3 clusters Score -159159.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5409 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -159159.625000 Penalty: 790.710632 Iteration 80F: 3 clusters Score -159159.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Entering Unmasked Estep Score: -25862.572266 Penalty: 313.244141 Iteration 0F: 2 clusters Score -25862.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -25099.341797 Penalty: 626.488281 Iteration 0F: 3 clusters Score -25099.34 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -25378.861328 Penalty: 626.488281 Iteration 1F: 3 clusters Score -25378.86 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -25490.568359 Penalty: 626.488281 Iteration 2F: 3 clusters Score -25490.57 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -25568.001953 Penalty: 626.488281 Iteration 3F: 3 clusters Score -25568 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -25611.750000 Penalty: 626.488281 Iteration 4F: 3 clusters Score -25611.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -25631.644531 Penalty: 626.488281 Iteration 5Q: 3 clusters Score -25631.64 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -25646.091797 Penalty: 626.488281 Iteration 6Q: 3 clusters Score -25646.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -25663.386719 Penalty: 626.488281 Iteration 7Q: 3 clusters Score -25663.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -25674.781250 Penalty: 626.488281 Iteration 8Q: 3 clusters Score -25674.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -25678.742188 Penalty: 626.488281 Iteration 9Q: 3 clusters Score -25678.74 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -25680.894531 Penalty: 626.488281 Iteration 10Q: 3 clusters Score -25680.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -25683.263672 Penalty: 626.488281 Iteration 11Q: 3 clusters Score -25683.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -25683.941406 Penalty: 626.488281 Iteration 12Q: 3 clusters Score -25683.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -25685.863281 Penalty: 626.488281 Iteration 13Q: 3 clusters Score -25685.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -25686.089844 Penalty: 626.488281 Iteration 14Q: 3 clusters Score -25686.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -25686.488281 Penalty: 626.488281 Iteration 15Q: 3 clusters Score -25686.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -25687.939453 Penalty: 626.488281 Iteration 16Q: 3 clusters Score -25687.94 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -25689.857422 Penalty: 626.488281 Iteration 17Q: 3 clusters Score -25689.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -25690.552734 Penalty: 626.488281 Iteration 18Q: 3 clusters Score -25690.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -25690.982422 Penalty: 626.488281 Iteration 19Q: 3 clusters Score -25690.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -25693.148438 Penalty: 626.488281 Iteration 20F: 3 clusters Score -25693.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -25693.277344 Penalty: 626.488281 Iteration 21Q: 3 clusters Score -25693.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -25693.400391 Penalty: 626.488281 Iteration 22Q: 3 clusters Score -25693.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -25693.400391 Penalty: 626.488281 Iteration 23F: 3 clusters Score -25693.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4808 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Entering Unmasked Estep Score: -148592.468750 Penalty: 385.750671 Iteration 0F: 2 clusters Score -148592.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -145314.921875 Penalty: 771.501343 Iteration 0F: 3 clusters Score -145314.9 nChanged 2142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -146596.203125 Penalty: 771.501343 Iteration 1F: 3 clusters Score -146596.2 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -146780.578125 Penalty: 771.501343 Iteration 2F: 3 clusters Score -146780.6 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -146965.562500 Penalty: 771.501343 Iteration 3F: 3 clusters Score -146965.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2506 members Entering Unmasked Estep Score: -147142.875000 Penalty: 771.501343 Iteration 4F: 3 clusters Score -147142.9 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -147302.734375 Penalty: 771.501343 Iteration 5F: 3 clusters Score -147302.7 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -147446.406250 Penalty: 771.501343 Iteration 6Q: 3 clusters Score -147446.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -147576.250000 Penalty: 771.501343 Iteration 7Q: 3 clusters Score -147576.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -147699.234375 Penalty: 771.501343 Iteration 8Q: 3 clusters Score -147699.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -147797.562500 Penalty: 771.501343 Iteration 9Q: 3 clusters Score -147797.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -147862.750000 Penalty: 771.501343 Iteration 10Q: 3 clusters Score -147862.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -147900.796875 Penalty: 771.501343 Iteration 11Q: 3 clusters Score -147900.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -147921.218750 Penalty: 771.501343 Iteration 12Q: 3 clusters Score -147921.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -147937.062500 Penalty: 771.501343 Iteration 13Q: 3 clusters Score -147937.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -147951.609375 Penalty: 771.501343 Iteration 14Q: 3 clusters Score -147951.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -147969.109375 Penalty: 771.501343 Iteration 15Q: 3 clusters Score -147969.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -147992.734375 Penalty: 771.501343 Iteration 16Q: 3 clusters Score -147992.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -148013.156250 Penalty: 771.501343 Iteration 17Q: 3 clusters Score -148013.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -148031.250000 Penalty: 771.501343 Iteration 18Q: 3 clusters Score -148031.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 3413 members Entering Unmasked Estep Score: -148043.828125 Penalty: 771.501343 Iteration 19Q: 3 clusters Score -148043.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -148056.031250 Penalty: 771.501343 Iteration 20F: 3 clusters Score -148056 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 3494 members Entering Unmasked Estep Score: -148065.812500 Penalty: 771.501343 Iteration 21Q: 3 clusters Score -148065.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3524 members Entering Unmasked Estep Score: -148073.890625 Penalty: 771.501343 Iteration 22Q: 3 clusters Score -148073.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 3561 members Entering Unmasked Estep Score: -148084.593750 Penalty: 771.501343 Iteration 23Q: 3 clusters Score -148084.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -148096.218750 Penalty: 771.501343 Iteration 24Q: 3 clusters Score -148096.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -148107.828125 Penalty: 771.501343 Iteration 25Q: 3 clusters Score -148107.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -148116.640625 Penalty: 771.501343 Iteration 26Q: 3 clusters Score -148116.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -148124.828125 Penalty: 771.501343 Iteration 27Q: 3 clusters Score -148124.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -148136.265625 Penalty: 771.501343 Iteration 28Q: 3 clusters Score -148136.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -148146.437500 Penalty: 771.501343 Iteration 29Q: 3 clusters Score -148146.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -148153.640625 Penalty: 771.501343 Iteration 30Q: 3 clusters Score -148153.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -148161.828125 Penalty: 771.501343 Iteration 31Q: 3 clusters Score -148161.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -148166.609375 Penalty: 771.501343 Iteration 32Q: 3 clusters Score -148166.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -148171.687500 Penalty: 771.501343 Iteration 33Q: 3 clusters Score -148171.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -148176.203125 Penalty: 771.501343 Iteration 34Q: 3 clusters Score -148176.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -148182.031250 Penalty: 771.501343 Iteration 35Q: 3 clusters Score -148182 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -148187.062500 Penalty: 771.501343 Iteration 36Q: 3 clusters Score -148187.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -148191.656250 Penalty: 771.501343 Iteration 37Q: 3 clusters Score -148191.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -148195.781250 Penalty: 771.501343 Iteration 38Q: 3 clusters Score -148195.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -148199.546875 Penalty: 771.501343 Iteration 39Q: 3 clusters Score -148199.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -148203.609375 Penalty: 771.501343 Iteration 40F: 3 clusters Score -148203.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -148207.437500 Penalty: 771.501343 Iteration 41Q: 3 clusters Score -148207.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -148208.796875 Penalty: 771.501343 Iteration 42Q: 3 clusters Score -148208.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -148210.687500 Penalty: 771.501343 Iteration 43Q: 3 clusters Score -148210.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -148212.109375 Penalty: 771.501343 Iteration 44Q: 3 clusters Score -148212.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -148213.437500 Penalty: 771.501343 Iteration 45Q: 3 clusters Score -148213.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -148216.171875 Penalty: 771.501343 Iteration 46Q: 3 clusters Score -148216.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 4094 members Entering Unmasked Estep Score: -148220.953125 Penalty: 771.501343 Iteration 47Q: 3 clusters Score -148221 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -148226.765625 Penalty: 771.501343 Iteration 48Q: 3 clusters Score -148226.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -148230.984375 Penalty: 771.501343 Iteration 49Q: 3 clusters Score -148231 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -148235.515625 Penalty: 771.501343 Iteration 50Q: 3 clusters Score -148235.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 4167 members Entering Unmasked Estep Score: -148241.250000 Penalty: 771.501343 Iteration 51Q: 3 clusters Score -148241.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -148245.437500 Penalty: 771.501343 Iteration 52Q: 3 clusters Score -148245.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -148247.984375 Penalty: 771.501343 Iteration 53Q: 3 clusters Score -148248 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 4204 members Entering Unmasked Estep Score: -148249.000000 Penalty: 771.501343 Iteration 54Q: 3 clusters Score -148249 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -148252.250000 Penalty: 771.501343 Iteration 55Q: 3 clusters Score -148252.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -148257.843750 Penalty: 771.501343 Iteration 56Q: 3 clusters Score -148257.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 4249 members Entering Unmasked Estep Score: -148261.390625 Penalty: 771.501343 Iteration 57Q: 3 clusters Score -148261.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -148263.875000 Penalty: 771.501343 Iteration 58Q: 3 clusters Score -148263.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -148264.828125 Penalty: 771.501343 Iteration 59Q: 3 clusters Score -148264.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -148265.609375 Penalty: 771.501343 Iteration 60F: 3 clusters Score -148265.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 4277 members Entering Unmasked Estep Score: -148266.890625 Penalty: 771.501343 Iteration 61Q: 3 clusters Score -148266.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -148267.953125 Penalty: 771.501343 Iteration 62Q: 3 clusters Score -148268 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -148269.796875 Penalty: 771.501343 Iteration 63Q: 3 clusters Score -148269.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -148272.203125 Penalty: 771.501343 Iteration 64Q: 3 clusters Score -148272.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 4311 members Entering Unmasked Estep Score: -148276.453125 Penalty: 771.501343 Iteration 65Q: 3 clusters Score -148276.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -148277.718750 Penalty: 771.501343 Iteration 66Q: 3 clusters Score -148277.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -148279.312500 Penalty: 771.501343 Iteration 67Q: 3 clusters Score -148279.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 4335 members Entering Unmasked Estep Score: -148280.890625 Penalty: 771.501343 Iteration 68Q: 3 clusters Score -148280.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -148281.375000 Penalty: 771.501343 Iteration 69Q: 3 clusters Score -148281.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -148281.921875 Penalty: 771.501343 Iteration 70Q: 3 clusters Score -148281.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -148283.250000 Penalty: 771.501343 Iteration 71Q: 3 clusters Score -148283.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -148285.125000 Penalty: 771.501343 Iteration 72Q: 3 clusters Score -148285.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -148286.937500 Penalty: 771.501343 Iteration 73Q: 3 clusters Score -148286.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -148291.390625 Penalty: 771.501343 Iteration 74Q: 3 clusters Score -148291.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -148296.250000 Penalty: 771.501343 Iteration 75Q: 3 clusters Score -148296.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -148300.328125 Penalty: 771.501343 Iteration 76Q: 3 clusters Score -148300.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -148301.953125 Penalty: 771.501343 Iteration 77Q: 3 clusters Score -148302 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 4401 members Entering Unmasked Estep Score: -148303.500000 Penalty: 771.501343 Iteration 78Q: 3 clusters Score -148303.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -148307.750000 Penalty: 771.501343 Iteration 79Q: 3 clusters Score -148307.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -148310.453125 Penalty: 771.501343 Iteration 80F: 3 clusters Score -148310.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -148312.000000 Penalty: 771.501343 Iteration 81Q: 3 clusters Score -148312 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -148313.375000 Penalty: 771.501343 Iteration 82Q: 3 clusters Score -148313.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 4432 members Entering Unmasked Estep Score: -148314.953125 Penalty: 771.501343 Iteration 83Q: 3 clusters Score -148315 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -148315.796875 Penalty: 771.501343 Iteration 84Q: 3 clusters Score -148315.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 4441 members Entering Unmasked Estep Score: -148317.234375 Penalty: 771.501343 Iteration 85Q: 3 clusters Score -148317.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -148319.828125 Penalty: 771.501343 Iteration 86Q: 3 clusters Score -148319.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -148321.437500 Penalty: 771.501343 Iteration 87Q: 3 clusters Score -148321.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 4456 members Entering Unmasked Estep Score: -148322.203125 Penalty: 771.501343 Iteration 88Q: 3 clusters Score -148322.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 4458 members Entering Unmasked Estep Score: -148322.390625 Penalty: 771.501343 Iteration 89Q: 3 clusters Score -148322.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -148322.359375 Penalty: 771.501343 Iteration 90Q: 3 clusters Score -148322.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 4459 members Entering Unmasked Estep Score: -148322.359375 Penalty: 771.501343 Iteration 91F: 3 clusters Score -148322.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1863 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Entering Unmasked Estep Score: -48842.160156 Penalty: 342.612427 Iteration 0F: 2 clusters Score -48842.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -47512.644531 Penalty: 685.224854 Iteration 0F: 3 clusters Score -47512.64 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -48061.007812 Penalty: 685.224854 Iteration 1F: 3 clusters Score -48061.01 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -48179.738281 Penalty: 685.224854 Iteration 2F: 3 clusters Score -48179.74 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -48276.746094 Penalty: 685.224854 Iteration 3F: 3 clusters Score -48276.75 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -48342.113281 Penalty: 685.224854 Iteration 4Q: 3 clusters Score -48342.11 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -48387.902344 Penalty: 685.224854 Iteration 5Q: 3 clusters Score -48387.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -48424.035156 Penalty: 685.224854 Iteration 6Q: 3 clusters Score -48424.04 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -48457.582031 Penalty: 685.224854 Iteration 7Q: 3 clusters Score -48457.58 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -48478.007812 Penalty: 685.224854 Iteration 8Q: 3 clusters Score -48478.01 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -48495.929688 Penalty: 685.224854 Iteration 9Q: 3 clusters Score -48495.93 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -48517.765625 Penalty: 685.224854 Iteration 10Q: 3 clusters Score -48517.77 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -48537.152344 Penalty: 685.224854 Iteration 11Q: 3 clusters Score -48537.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1573 members Entering Unmasked Estep Score: -48546.664062 Penalty: 685.224854 Iteration 12Q: 3 clusters Score -48546.66 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -48552.492188 Penalty: 685.224854 Iteration 13Q: 3 clusters Score -48552.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -48554.062500 Penalty: 685.224854 Iteration 14Q: 3 clusters Score -48554.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -48556.800781 Penalty: 685.224854 Iteration 15Q: 3 clusters Score -48556.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -48559.363281 Penalty: 685.224854 Iteration 16Q: 3 clusters Score -48559.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -48561.808594 Penalty: 685.224854 Iteration 17Q: 3 clusters Score -48561.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -48564.078125 Penalty: 685.224854 Iteration 18Q: 3 clusters Score -48564.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -48565.453125 Penalty: 685.224854 Iteration 19Q: 3 clusters Score -48565.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -48566.882812 Penalty: 685.224854 Iteration 20F: 3 clusters Score -48566.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -48567.355469 Penalty: 685.224854 Iteration 21Q: 3 clusters Score -48567.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -48567.355469 Penalty: 685.224854 Iteration 22F: 3 clusters Score -48567.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (11057 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11057 members Entering Unmasked Estep Score: -320666.156250 Penalty: 423.642242 Iteration 0F: 2 clusters Score -320666.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5585 members Mstep: Class 2 contains 5472 members Entering Unmasked Estep Score: -313257.593750 Penalty: 847.284485 Iteration 0F: 3 clusters Score -313257.6 nChanged 5187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -316446.000000 Penalty: 847.284485 Iteration 1F: 3 clusters Score -316446 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -317000.562500 Penalty: 847.284485 Iteration 2F: 3 clusters Score -317000.6 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7366 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -317620.531250 Penalty: 847.284485 Iteration 3F: 3 clusters Score -317620.5 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 2973 members Entering Unmasked Estep Score: -318249.031250 Penalty: 847.284485 Iteration 4F: 3 clusters Score -318249 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8842 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -318941.562500 Penalty: 847.284485 Iteration 5F: 3 clusters Score -318941.6 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9529 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -319622.000000 Penalty: 847.284485 Iteration 6F: 3 clusters Score -319622 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -320180.218750 Penalty: 847.284485 Iteration 7Q: 3 clusters Score -320180.2 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10347 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -320508.468750 Penalty: 847.284485 Iteration 8Q: 3 clusters Score -320508.5 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10482 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -320754.187500 Penalty: 847.284485 Iteration 9Q: 3 clusters Score -320754.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10536 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -320929.125000 Penalty: 847.284485 Iteration 10Q: 3 clusters Score -320929.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10537 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -320983.125000 Penalty: 847.284485 Iteration 11Q: 3 clusters Score -320983.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10538 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -320992.593750 Penalty: 847.284485 Iteration 12Q: 3 clusters Score -320992.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -320999.687500 Penalty: 847.284485 Iteration 13Q: 3 clusters Score -320999.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10555 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -321005.812500 Penalty: 847.284485 Iteration 14Q: 3 clusters Score -321005.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10569 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -321011.562500 Penalty: 847.284485 Iteration 15Q: 3 clusters Score -321011.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10578 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -321015.312500 Penalty: 847.284485 Iteration 16Q: 3 clusters Score -321015.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10587 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -321017.656250 Penalty: 847.284485 Iteration 17Q: 3 clusters Score -321017.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10595 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -321022.156250 Penalty: 847.284485 Iteration 18Q: 3 clusters Score -321022.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -321025.250000 Penalty: 847.284485 Iteration 19Q: 3 clusters Score -321025.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -321029.437500 Penalty: 847.284485 Iteration 20F: 3 clusters Score -321029.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -321030.593750 Penalty: 847.284485 Iteration 21Q: 3 clusters Score -321030.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -321032.312500 Penalty: 847.284485 Iteration 22Q: 3 clusters Score -321032.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -321033.031250 Penalty: 847.284485 Iteration 23Q: 3 clusters Score -321033 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10608 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -321033.937500 Penalty: 847.284485 Iteration 24Q: 3 clusters Score -321033.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10609 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -321033.968750 Penalty: 847.284485 Iteration 25Q: 3 clusters Score -321034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10611 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -321034.406250 Penalty: 847.284485 Iteration 26Q: 3 clusters Score -321034.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -321034.875000 Penalty: 847.284485 Iteration 27Q: 3 clusters Score -321034.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -321034.875000 Penalty: 847.284485 Iteration 28F: 3 clusters Score -321034.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222051 members Mstep: Class 2 contains 13978 members Mstep: Class 3 contains 1993 members Mstep: Class 4 contains 5938 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4808 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 10612 members Mstep: Class 9 contains 4786 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7161 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 634 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20738 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Mstep: Class 29 contains 2150 members Mstep: Class 30 contains 445 members Entering Unmasked Estep Score: -9338283.000000 Penalty: 17394.652344 Splitting cluster 8 changes total score from -9337760.000000 to -9338283.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 9 (4786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Entering Unmasked Estep Score: -139495.671875 Penalty: 385.541992 Iteration 0F: 2 clusters Score -139495.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -136326.375000 Penalty: 771.083984 Iteration 0F: 3 clusters Score -136326.4 nChanged 2146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -137693.500000 Penalty: 771.083984 Iteration 1F: 3 clusters Score -137693.5 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -137933.906250 Penalty: 771.083984 Iteration 2F: 3 clusters Score -137933.9 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -138211.921875 Penalty: 771.083984 Iteration 3F: 3 clusters Score -138211.9 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -138456.031250 Penalty: 771.083984 Iteration 4F: 3 clusters Score -138456 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 3541 members Entering Unmasked Estep Score: -138610.015625 Penalty: 771.083984 Iteration 5Q: 3 clusters Score -138610 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -138691.093750 Penalty: 771.083984 Iteration 6Q: 3 clusters Score -138691.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 3733 members Entering Unmasked Estep Score: -138760.125000 Penalty: 771.083984 Iteration 7Q: 3 clusters Score -138760.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 3819 members Entering Unmasked Estep Score: -138816.921875 Penalty: 771.083984 Iteration 8Q: 3 clusters Score -138816.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -138868.156250 Penalty: 771.083984 Iteration 9Q: 3 clusters Score -138868.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -138909.546875 Penalty: 771.083984 Iteration 10Q: 3 clusters Score -138909.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4026 members Entering Unmasked Estep Score: -138931.609375 Penalty: 771.083984 Iteration 11Q: 3 clusters Score -138931.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 4064 members Entering Unmasked Estep Score: -138948.250000 Penalty: 771.083984 Iteration 12Q: 3 clusters Score -138948.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -138974.390625 Penalty: 771.083984 Iteration 13Q: 3 clusters Score -138974.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -139002.375000 Penalty: 771.083984 Iteration 14Q: 3 clusters Score -139002.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4180 members Entering Unmasked Estep Score: -139017.968750 Penalty: 771.083984 Iteration 15Q: 3 clusters Score -139018 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -139031.828125 Penalty: 771.083984 Iteration 16Q: 3 clusters Score -139031.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -139042.781250 Penalty: 771.083984 Iteration 17Q: 3 clusters Score -139042.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -139049.359375 Penalty: 771.083984 Iteration 18Q: 3 clusters Score -139049.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 4294 members Entering Unmasked Estep Score: -139054.171875 Penalty: 771.083984 Iteration 19Q: 3 clusters Score -139054.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -139058.125000 Penalty: 771.083984 Iteration 20F: 3 clusters Score -139058.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -139062.453125 Penalty: 771.083984 Iteration 21Q: 3 clusters Score -139062.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -139064.031250 Penalty: 771.083984 Iteration 22Q: 3 clusters Score -139064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -139065.421875 Penalty: 771.083984 Iteration 23Q: 3 clusters Score -139065.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -139065.796875 Penalty: 771.083984 Iteration 24Q: 3 clusters Score -139065.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 4341 members Entering Unmasked Estep Score: -139066.109375 Penalty: 771.083984 Iteration 25Q: 3 clusters Score -139066.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 4343 members Entering Unmasked Estep Score: -139066.343750 Penalty: 771.083984 Iteration 26Q: 3 clusters Score -139066.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -139066.390625 Penalty: 771.083984 Iteration 27Q: 3 clusters Score -139066.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -139066.531250 Penalty: 771.083984 Iteration 28Q: 3 clusters Score -139066.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 4346 members Entering Unmasked Estep Score: -139066.593750 Penalty: 771.083984 Iteration 29Q: 3 clusters Score -139066.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -139067.187500 Penalty: 771.083984 Iteration 30Q: 3 clusters Score -139067.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -139067.281250 Penalty: 771.083984 Iteration 31Q: 3 clusters Score -139067.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -139067.218750 Penalty: 771.083984 Iteration 32Q: 3 clusters Score -139067.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -139067.296875 Penalty: 771.083984 Iteration 33Q: 3 clusters Score -139067.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 4350 members Entering Unmasked Estep Score: -139067.296875 Penalty: 771.083984 Iteration 34F: 3 clusters Score -139067.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (1324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Entering Unmasked Estep Score: -33682.960938 Penalty: 327.072784 Iteration 0F: 2 clusters Score -33682.96 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 655 members Entering Unmasked Estep Score: -32634.113281 Penalty: 654.145569 Iteration 0F: 3 clusters Score -32634.11 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -33007.328125 Penalty: 654.145569 Iteration 1F: 3 clusters Score -33007.33 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -33098.312500 Penalty: 654.145569 Iteration 2F: 3 clusters Score -33098.31 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -33157.753906 Penalty: 654.145569 Iteration 3F: 3 clusters Score -33157.75 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -33200.023438 Penalty: 654.145569 Iteration 4F: 3 clusters Score -33200.02 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -33225.281250 Penalty: 654.145569 Iteration 5Q: 3 clusters Score -33225.28 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -33245.378906 Penalty: 654.145569 Iteration 6Q: 3 clusters Score -33245.38 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -33266.652344 Penalty: 654.145569 Iteration 7Q: 3 clusters Score -33266.65 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -33280.437500 Penalty: 654.145569 Iteration 8Q: 3 clusters Score -33280.44 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -33288.777344 Penalty: 654.145569 Iteration 9Q: 3 clusters Score -33288.78 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -33295.812500 Penalty: 654.145569 Iteration 10Q: 3 clusters Score -33295.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -33299.929688 Penalty: 654.145569 Iteration 11Q: 3 clusters Score -33299.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -33303.425781 Penalty: 654.145569 Iteration 12Q: 3 clusters Score -33303.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -33307.128906 Penalty: 654.145569 Iteration 13Q: 3 clusters Score -33307.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -33310.242188 Penalty: 654.145569 Iteration 14Q: 3 clusters Score -33310.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -33312.433594 Penalty: 654.145569 Iteration 15Q: 3 clusters Score -33312.43 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -33316.527344 Penalty: 654.145569 Iteration 16Q: 3 clusters Score -33316.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -33319.613281 Penalty: 654.145569 Iteration 17Q: 3 clusters Score -33319.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -33328.406250 Penalty: 654.145569 Iteration 18Q: 3 clusters Score -33328.41 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -33336.441406 Penalty: 654.145569 Iteration 19Q: 3 clusters Score -33336.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -33342.824219 Penalty: 654.145569 Iteration 20F: 3 clusters Score -33342.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -33346.632812 Penalty: 654.145569 Iteration 21Q: 3 clusters Score -33346.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -33349.328125 Penalty: 654.145569 Iteration 22Q: 3 clusters Score -33349.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -33350.136719 Penalty: 654.145569 Iteration 23Q: 3 clusters Score -33350.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -33351.144531 Penalty: 654.145569 Iteration 24Q: 3 clusters Score -33351.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -33352.054688 Penalty: 654.145569 Iteration 25Q: 3 clusters Score -33352.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -33352.132812 Penalty: 654.145569 Iteration 26Q: 3 clusters Score -33352.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -33352.132812 Penalty: 654.145569 Iteration 27F: 3 clusters Score -33352.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Entering Unmasked Estep Score: -74949.867188 Penalty: 351.982117 Iteration 0F: 2 clusters Score -74949.87 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -73347.734375 Penalty: 703.964233 Iteration 0F: 3 clusters Score -73347.73 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -73837.507812 Penalty: 703.964233 Iteration 1F: 3 clusters Score -73837.51 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -73895.054688 Penalty: 703.964233 Iteration 2F: 3 clusters Score -73895.05 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -73924.195312 Penalty: 703.964233 Iteration 3Q: 3 clusters Score -73924.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -73946.039062 Penalty: 703.964233 Iteration 4Q: 3 clusters Score -73946.04 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -73962.914062 Penalty: 703.964233 Iteration 5Q: 3 clusters Score -73962.91 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -73976.710938 Penalty: 703.964233 Iteration 6Q: 3 clusters Score -73976.71 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -73991.156250 Penalty: 703.964233 Iteration 7Q: 3 clusters Score -73991.16 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -74004.007812 Penalty: 703.964233 Iteration 8Q: 3 clusters Score -74004.01 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -74025.804688 Penalty: 703.964233 Iteration 9Q: 3 clusters Score -74025.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -74052.843750 Penalty: 703.964233 Iteration 10Q: 3 clusters Score -74052.84 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -74084.492188 Penalty: 703.964233 Iteration 11Q: 3 clusters Score -74084.49 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -74115.242188 Penalty: 703.964233 Iteration 12Q: 3 clusters Score -74115.24 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -74141.132812 Penalty: 703.964233 Iteration 13Q: 3 clusters Score -74141.13 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -74167.062500 Penalty: 703.964233 Iteration 14Q: 3 clusters Score -74167.06 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -74194.914062 Penalty: 703.964233 Iteration 15Q: 3 clusters Score -74194.91 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -74231.085938 Penalty: 703.964233 Iteration 16Q: 3 clusters Score -74231.09 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -74278.312500 Penalty: 703.964233 Iteration 17Q: 3 clusters Score -74278.31 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -74307.609375 Penalty: 703.964233 Iteration 18Q: 3 clusters Score -74307.61 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -74327.468750 Penalty: 703.964233 Iteration 19Q: 3 clusters Score -74327.47 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -74338.187500 Penalty: 703.964233 Iteration 20F: 3 clusters Score -74338.19 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -74342.312500 Penalty: 703.964233 Iteration 21Q: 3 clusters Score -74342.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -74344.929688 Penalty: 703.964233 Iteration 22Q: 3 clusters Score -74344.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -74347.851562 Penalty: 703.964233 Iteration 23Q: 3 clusters Score -74347.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -74350.359375 Penalty: 703.964233 Iteration 24Q: 3 clusters Score -74350.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -74351.281250 Penalty: 703.964233 Iteration 25Q: 3 clusters Score -74351.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -74351.820312 Penalty: 703.964233 Iteration 26Q: 3 clusters Score -74351.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -74352.296875 Penalty: 703.964233 Iteration 27Q: 3 clusters Score -74352.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -74353.250000 Penalty: 703.964233 Iteration 28Q: 3 clusters Score -74353.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -74355.117188 Penalty: 703.964233 Iteration 29Q: 3 clusters Score -74355.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -74356.921875 Penalty: 703.964233 Iteration 30Q: 3 clusters Score -74356.92 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -74360.367188 Penalty: 703.964233 Iteration 31Q: 3 clusters Score -74360.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -74364.937500 Penalty: 703.964233 Iteration 32Q: 3 clusters Score -74364.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -74366.359375 Penalty: 703.964233 Iteration 33Q: 3 clusters Score -74366.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -74367.703125 Penalty: 703.964233 Iteration 34Q: 3 clusters Score -74367.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -74368.562500 Penalty: 703.964233 Iteration 35Q: 3 clusters Score -74368.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -74369.953125 Penalty: 703.964233 Iteration 36Q: 3 clusters Score -74369.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -74370.710938 Penalty: 703.964233 Iteration 37Q: 3 clusters Score -74370.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -74371.492188 Penalty: 703.964233 Iteration 38Q: 3 clusters Score -74371.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -74373.343750 Penalty: 703.964233 Iteration 39Q: 3 clusters Score -74373.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -74376.695312 Penalty: 703.964233 Iteration 40F: 3 clusters Score -74376.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -74380.437500 Penalty: 703.964233 Iteration 41Q: 3 clusters Score -74380.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -74384.617188 Penalty: 703.964233 Iteration 42Q: 3 clusters Score -74384.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -74388.953125 Penalty: 703.964233 Iteration 43Q: 3 clusters Score -74388.95 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -74393.875000 Penalty: 703.964233 Iteration 44Q: 3 clusters Score -74393.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -74397.945312 Penalty: 703.964233 Iteration 45Q: 3 clusters Score -74397.95 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -74403.500000 Penalty: 703.964233 Iteration 46Q: 3 clusters Score -74403.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -74413.335938 Penalty: 703.964233 Iteration 47Q: 3 clusters Score -74413.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -74421.007812 Penalty: 703.964233 Iteration 48Q: 3 clusters Score -74421.01 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -74429.507812 Penalty: 703.964233 Iteration 49Q: 3 clusters Score -74429.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -74439.437500 Penalty: 703.964233 Iteration 50Q: 3 clusters Score -74439.44 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -74446.218750 Penalty: 703.964233 Iteration 51Q: 3 clusters Score -74446.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -74454.484375 Penalty: 703.964233 Iteration 52Q: 3 clusters Score -74454.48 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -74464.414062 Penalty: 703.964233 Iteration 53Q: 3 clusters Score -74464.41 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1901 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -74472.289062 Penalty: 703.964233 Iteration 54Q: 3 clusters Score -74472.29 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -74483.000000 Penalty: 703.964233 Iteration 55Q: 3 clusters Score -74483 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -74495.804688 Penalty: 703.964233 Iteration 56Q: 3 clusters Score -74495.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -74511.085938 Penalty: 703.964233 Iteration 57Q: 3 clusters Score -74511.09 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -74524.507812 Penalty: 703.964233 Iteration 58Q: 3 clusters Score -74524.51 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -74542.078125 Penalty: 703.964233 Iteration 59Q: 3 clusters Score -74542.08 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -74558.460938 Penalty: 703.964233 Iteration 60F: 3 clusters Score -74558.46 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -74569.875000 Penalty: 703.964233 Iteration 61Q: 3 clusters Score -74569.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -74579.421875 Penalty: 703.964233 Iteration 62Q: 3 clusters Score -74579.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -74586.257812 Penalty: 703.964233 Iteration 63Q: 3 clusters Score -74586.26 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -74593.070312 Penalty: 703.964233 Iteration 64Q: 3 clusters Score -74593.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -74598.203125 Penalty: 703.964233 Iteration 65Q: 3 clusters Score -74598.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -74600.304688 Penalty: 703.964233 Iteration 66Q: 3 clusters Score -74600.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -74603.250000 Penalty: 703.964233 Iteration 67Q: 3 clusters Score -74603.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -74604.718750 Penalty: 703.964233 Iteration 68Q: 3 clusters Score -74604.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -74607.437500 Penalty: 703.964233 Iteration 69Q: 3 clusters Score -74607.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -74611.078125 Penalty: 703.964233 Iteration 70Q: 3 clusters Score -74611.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -74615.085938 Penalty: 703.964233 Iteration 71Q: 3 clusters Score -74615.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -74617.976562 Penalty: 703.964233 Iteration 72Q: 3 clusters Score -74617.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -74619.984375 Penalty: 703.964233 Iteration 73Q: 3 clusters Score -74619.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -74620.992188 Penalty: 703.964233 Iteration 74Q: 3 clusters Score -74620.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -74621.882812 Penalty: 703.964233 Iteration 75Q: 3 clusters Score -74621.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -74621.992188 Penalty: 703.964233 Iteration 76Q: 3 clusters Score -74621.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -74622.187500 Penalty: 703.964233 Iteration 77Q: 3 clusters Score -74622.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -74622.953125 Penalty: 703.964233 Iteration 78Q: 3 clusters Score -74622.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -74622.953125 Penalty: 703.964233 Iteration 79F: 3 clusters Score -74622.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2111 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Entering Unmasked Estep Score: -56117.078125 Penalty: 348.298737 Iteration 0F: 2 clusters Score -56117.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -54614.570312 Penalty: 696.597473 Iteration 0F: 3 clusters Score -54614.57 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -55136.214844 Penalty: 696.597473 Iteration 1F: 3 clusters Score -55136.21 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -55212.773438 Penalty: 696.597473 Iteration 2F: 3 clusters Score -55212.77 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -55258.367188 Penalty: 696.597473 Iteration 3F: 3 clusters Score -55258.37 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -55302.359375 Penalty: 696.597473 Iteration 4Q: 3 clusters Score -55302.36 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -55343.378906 Penalty: 696.597473 Iteration 5Q: 3 clusters Score -55343.38 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -55383.046875 Penalty: 696.597473 Iteration 6Q: 3 clusters Score -55383.05 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -55421.785156 Penalty: 696.597473 Iteration 7Q: 3 clusters Score -55421.79 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -55454.929688 Penalty: 696.597473 Iteration 8Q: 3 clusters Score -55454.93 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -55487.535156 Penalty: 696.597473 Iteration 9Q: 3 clusters Score -55487.54 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -55505.207031 Penalty: 696.597473 Iteration 10Q: 3 clusters Score -55505.21 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -55521.164062 Penalty: 696.597473 Iteration 11Q: 3 clusters Score -55521.16 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -55534.160156 Penalty: 696.597473 Iteration 12Q: 3 clusters Score -55534.16 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -55553.371094 Penalty: 696.597473 Iteration 13Q: 3 clusters Score -55553.37 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -55575.339844 Penalty: 696.597473 Iteration 14Q: 3 clusters Score -55575.34 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -55593.328125 Penalty: 696.597473 Iteration 15Q: 3 clusters Score -55593.33 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -55613.718750 Penalty: 696.597473 Iteration 16Q: 3 clusters Score -55613.72 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -55637.035156 Penalty: 696.597473 Iteration 17Q: 3 clusters Score -55637.04 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -55649.800781 Penalty: 696.597473 Iteration 18Q: 3 clusters Score -55649.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -55661.578125 Penalty: 696.597473 Iteration 19Q: 3 clusters Score -55661.58 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -55666.437500 Penalty: 696.597473 Iteration 20F: 3 clusters Score -55666.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -55669.367188 Penalty: 696.597473 Iteration 21Q: 3 clusters Score -55669.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -55671.808594 Penalty: 696.597473 Iteration 22Q: 3 clusters Score -55671.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -55675.382812 Penalty: 696.597473 Iteration 23Q: 3 clusters Score -55675.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -55681.394531 Penalty: 696.597473 Iteration 24Q: 3 clusters Score -55681.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -55685.945312 Penalty: 696.597473 Iteration 25Q: 3 clusters Score -55685.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -55688.742188 Penalty: 696.597473 Iteration 26Q: 3 clusters Score -55688.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -55689.964844 Penalty: 696.597473 Iteration 27Q: 3 clusters Score -55689.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -55691.046875 Penalty: 696.597473 Iteration 28Q: 3 clusters Score -55691.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -55694.414062 Penalty: 696.597473 Iteration 29Q: 3 clusters Score -55694.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -55696.382812 Penalty: 696.597473 Iteration 30Q: 3 clusters Score -55696.38 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -55698.636719 Penalty: 696.597473 Iteration 31Q: 3 clusters Score -55698.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -55701.105469 Penalty: 696.597473 Iteration 32Q: 3 clusters Score -55701.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -55704.644531 Penalty: 696.597473 Iteration 33Q: 3 clusters Score -55704.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -55706.109375 Penalty: 696.597473 Iteration 34Q: 3 clusters Score -55706.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -55707.148438 Penalty: 696.597473 Iteration 35Q: 3 clusters Score -55707.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -55707.804688 Penalty: 696.597473 Iteration 36Q: 3 clusters Score -55707.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -55709.230469 Penalty: 696.597473 Iteration 37Q: 3 clusters Score -55709.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -55710.167969 Penalty: 696.597473 Iteration 38Q: 3 clusters Score -55710.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -55712.835938 Penalty: 696.597473 Iteration 39Q: 3 clusters Score -55712.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -55714.574219 Penalty: 696.597473 Iteration 40F: 3 clusters Score -55714.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -55715.820312 Penalty: 696.597473 Iteration 41Q: 3 clusters Score -55715.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -55716.261719 Penalty: 696.597473 Iteration 42Q: 3 clusters Score -55716.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -55716.574219 Penalty: 696.597473 Iteration 43Q: 3 clusters Score -55716.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -55716.683594 Penalty: 696.597473 Iteration 44Q: 3 clusters Score -55716.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -55716.683594 Penalty: 696.597473 Iteration 45F: 3 clusters Score -55716.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7161 members Entering Unmasked Estep Score: -209994.625000 Penalty: 403.876404 Iteration 0F: 2 clusters Score -209994.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3475 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -205267.296875 Penalty: 807.752808 Iteration 0F: 3 clusters Score -205267.3 nChanged 3361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 4175 members Entering Unmasked Estep Score: -207278.187500 Penalty: 807.752808 Iteration 1F: 3 clusters Score -207278.2 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -207571.187500 Penalty: 807.752808 Iteration 2F: 3 clusters Score -207571.2 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -207894.484375 Penalty: 807.752808 Iteration 3F: 3 clusters Score -207894.5 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 4992 members Entering Unmasked Estep Score: -208224.703125 Penalty: 807.752808 Iteration 4F: 3 clusters Score -208224.7 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -208470.593750 Penalty: 807.752808 Iteration 5Q: 3 clusters Score -208470.6 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -208655.234375 Penalty: 807.752808 Iteration 6Q: 3 clusters Score -208655.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -208762.015625 Penalty: 807.752808 Iteration 7Q: 3 clusters Score -208762 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -208841.781250 Penalty: 807.752808 Iteration 8Q: 3 clusters Score -208841.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 5761 members Entering Unmasked Estep Score: -208906.921875 Penalty: 807.752808 Iteration 9Q: 3 clusters Score -208906.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -208983.703125 Penalty: 807.752808 Iteration 10Q: 3 clusters Score -208983.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -209059.250000 Penalty: 807.752808 Iteration 11Q: 3 clusters Score -209059.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -209148.781250 Penalty: 807.752808 Iteration 12Q: 3 clusters Score -209148.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -209229.968750 Penalty: 807.752808 Iteration 13Q: 3 clusters Score -209230 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -209307.843750 Penalty: 807.752808 Iteration 14Q: 3 clusters Score -209307.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6516 members Entering Unmasked Estep Score: -209383.515625 Penalty: 807.752808 Iteration 15Q: 3 clusters Score -209383.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 6614 members Entering Unmasked Estep Score: -209446.562500 Penalty: 807.752808 Iteration 16Q: 3 clusters Score -209446.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 6681 members Entering Unmasked Estep Score: -209490.656250 Penalty: 807.752808 Iteration 17Q: 3 clusters Score -209490.7 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -209530.000000 Penalty: 807.752808 Iteration 18Q: 3 clusters Score -209530 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -209557.937500 Penalty: 807.752808 Iteration 19Q: 3 clusters Score -209557.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 6853 members Entering Unmasked Estep Score: -209588.125000 Penalty: 807.752808 Iteration 20F: 3 clusters Score -209588.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 6902 members Entering Unmasked Estep Score: -209623.171875 Penalty: 807.752808 Iteration 21Q: 3 clusters Score -209623.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 6935 members Entering Unmasked Estep Score: -209647.906250 Penalty: 807.752808 Iteration 22Q: 3 clusters Score -209647.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 6958 members Entering Unmasked Estep Score: -209673.437500 Penalty: 807.752808 Iteration 23Q: 3 clusters Score -209673.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -209709.515625 Penalty: 807.752808 Iteration 24Q: 3 clusters Score -209709.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 6989 members Entering Unmasked Estep Score: -209737.843750 Penalty: 807.752808 Iteration 25Q: 3 clusters Score -209737.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -209752.531250 Penalty: 807.752808 Iteration 26Q: 3 clusters Score -209752.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -209758.031250 Penalty: 807.752808 Iteration 27Q: 3 clusters Score -209758 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 6994 members Entering Unmasked Estep Score: -209761.953125 Penalty: 807.752808 Iteration 28Q: 3 clusters Score -209762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -209765.359375 Penalty: 807.752808 Iteration 29Q: 3 clusters Score -209765.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 6999 members Entering Unmasked Estep Score: -209770.109375 Penalty: 807.752808 Iteration 30Q: 3 clusters Score -209770.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -209775.859375 Penalty: 807.752808 Iteration 31Q: 3 clusters Score -209775.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -209785.703125 Penalty: 807.752808 Iteration 32Q: 3 clusters Score -209785.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -209794.703125 Penalty: 807.752808 Iteration 33Q: 3 clusters Score -209794.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -209800.515625 Penalty: 807.752808 Iteration 34Q: 3 clusters Score -209800.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 7003 members Entering Unmasked Estep Score: -209805.125000 Penalty: 807.752808 Iteration 35Q: 3 clusters Score -209805.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -209809.671875 Penalty: 807.752808 Iteration 36Q: 3 clusters Score -209809.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 6998 members Entering Unmasked Estep Score: -209811.796875 Penalty: 807.752808 Iteration 37Q: 3 clusters Score -209811.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -209813.937500 Penalty: 807.752808 Iteration 38Q: 3 clusters Score -209813.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -209815.625000 Penalty: 807.752808 Iteration 39Q: 3 clusters Score -209815.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -209817.546875 Penalty: 807.752808 Iteration 40F: 3 clusters Score -209817.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 6991 members Entering Unmasked Estep Score: -209819.859375 Penalty: 807.752808 Iteration 41Q: 3 clusters Score -209819.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 6992 members Entering Unmasked Estep Score: -209822.031250 Penalty: 807.752808 Iteration 42Q: 3 clusters Score -209822 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -209822.218750 Penalty: 807.752808 Iteration 43Q: 3 clusters Score -209822.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 6993 members Entering Unmasked Estep Score: -209822.218750 Penalty: 807.752808 Iteration 44F: 3 clusters Score -209822.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3020 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Entering Unmasked Estep Score: -89784.054688 Penalty: 364.592041 Iteration 0F: 2 clusters Score -89784.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -87706.585938 Penalty: 729.184082 Iteration 0F: 3 clusters Score -87706.59 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -88474.671875 Penalty: 729.184082 Iteration 1F: 3 clusters Score -88474.67 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -88636.414062 Penalty: 729.184082 Iteration 2F: 3 clusters Score -88636.41 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -88773.343750 Penalty: 729.184082 Iteration 3F: 3 clusters Score -88773.34 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -88885.914062 Penalty: 729.184082 Iteration 4F: 3 clusters Score -88885.91 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -88969.687500 Penalty: 729.184082 Iteration 5F: 3 clusters Score -88969.69 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -89017.015625 Penalty: 729.184082 Iteration 6Q: 3 clusters Score -89017.02 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -89060.539062 Penalty: 729.184082 Iteration 7Q: 3 clusters Score -89060.54 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -89099.945312 Penalty: 729.184082 Iteration 8Q: 3 clusters Score -89099.95 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -89134.367188 Penalty: 729.184082 Iteration 9Q: 3 clusters Score -89134.37 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -89163.257812 Penalty: 729.184082 Iteration 10Q: 3 clusters Score -89163.26 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -89188.718750 Penalty: 729.184082 Iteration 11Q: 3 clusters Score -89188.72 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -89207.289062 Penalty: 729.184082 Iteration 12Q: 3 clusters Score -89207.29 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -89222.851562 Penalty: 729.184082 Iteration 13Q: 3 clusters Score -89222.85 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -89243.945312 Penalty: 729.184082 Iteration 14Q: 3 clusters Score -89243.95 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -89262.140625 Penalty: 729.184082 Iteration 15Q: 3 clusters Score -89262.14 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -89277.984375 Penalty: 729.184082 Iteration 16Q: 3 clusters Score -89277.98 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -89288.320312 Penalty: 729.184082 Iteration 17Q: 3 clusters Score -89288.32 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -89305.914062 Penalty: 729.184082 Iteration 18Q: 3 clusters Score -89305.91 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -89316.710938 Penalty: 729.184082 Iteration 19Q: 3 clusters Score -89316.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -89322.601562 Penalty: 729.184082 Iteration 20F: 3 clusters Score -89322.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -89330.531250 Penalty: 729.184082 Iteration 21Q: 3 clusters Score -89330.53 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -89337.726562 Penalty: 729.184082 Iteration 22Q: 3 clusters Score -89337.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -89343.351562 Penalty: 729.184082 Iteration 23Q: 3 clusters Score -89343.35 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -89346.296875 Penalty: 729.184082 Iteration 24Q: 3 clusters Score -89346.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -89350.687500 Penalty: 729.184082 Iteration 25Q: 3 clusters Score -89350.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -89353.679688 Penalty: 729.184082 Iteration 26Q: 3 clusters Score -89353.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -89355.828125 Penalty: 729.184082 Iteration 27Q: 3 clusters Score -89355.83 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -89358.562500 Penalty: 729.184082 Iteration 28Q: 3 clusters Score -89358.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -89359.515625 Penalty: 729.184082 Iteration 29Q: 3 clusters Score -89359.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -89361.062500 Penalty: 729.184082 Iteration 30Q: 3 clusters Score -89361.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -89363.156250 Penalty: 729.184082 Iteration 31Q: 3 clusters Score -89363.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -89364.765625 Penalty: 729.184082 Iteration 32Q: 3 clusters Score -89364.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -89367.679688 Penalty: 729.184082 Iteration 33Q: 3 clusters Score -89367.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -89370.359375 Penalty: 729.184082 Iteration 34Q: 3 clusters Score -89370.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -89371.335938 Penalty: 729.184082 Iteration 35Q: 3 clusters Score -89371.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -89372.507812 Penalty: 729.184082 Iteration 36Q: 3 clusters Score -89372.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -89373.531250 Penalty: 729.184082 Iteration 37Q: 3 clusters Score -89373.53 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -89375.718750 Penalty: 729.184082 Iteration 38Q: 3 clusters Score -89375.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -89378.843750 Penalty: 729.184082 Iteration 39Q: 3 clusters Score -89378.84 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -89381.273438 Penalty: 729.184082 Iteration 40F: 3 clusters Score -89381.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -89383.195312 Penalty: 729.184082 Iteration 41Q: 3 clusters Score -89383.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -89385.750000 Penalty: 729.184082 Iteration 42Q: 3 clusters Score -89385.75 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -89392.851562 Penalty: 729.184082 Iteration 43Q: 3 clusters Score -89392.85 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -89400.750000 Penalty: 729.184082 Iteration 44Q: 3 clusters Score -89400.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -89408.679688 Penalty: 729.184082 Iteration 45Q: 3 clusters Score -89408.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -89416.968750 Penalty: 729.184082 Iteration 46Q: 3 clusters Score -89416.97 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -89424.890625 Penalty: 729.184082 Iteration 47Q: 3 clusters Score -89424.89 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -89433.625000 Penalty: 729.184082 Iteration 48Q: 3 clusters Score -89433.62 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -89440.117188 Penalty: 729.184082 Iteration 49Q: 3 clusters Score -89440.12 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2584 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -89447.054688 Penalty: 729.184082 Iteration 50Q: 3 clusters Score -89447.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -89451.296875 Penalty: 729.184082 Iteration 51Q: 3 clusters Score -89451.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -89452.859375 Penalty: 729.184082 Iteration 52Q: 3 clusters Score -89452.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -89453.882812 Penalty: 729.184082 Iteration 53Q: 3 clusters Score -89453.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -89455.390625 Penalty: 729.184082 Iteration 54Q: 3 clusters Score -89455.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -89458.632812 Penalty: 729.184082 Iteration 55Q: 3 clusters Score -89458.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -89462.531250 Penalty: 729.184082 Iteration 56Q: 3 clusters Score -89462.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2648 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -89467.585938 Penalty: 729.184082 Iteration 57Q: 3 clusters Score -89467.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -89471.781250 Penalty: 729.184082 Iteration 58Q: 3 clusters Score -89471.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -89474.187500 Penalty: 729.184082 Iteration 59Q: 3 clusters Score -89474.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -89476.281250 Penalty: 729.184082 Iteration 60F: 3 clusters Score -89476.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -89476.804688 Penalty: 729.184082 Iteration 61Q: 3 clusters Score -89476.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -89477.531250 Penalty: 729.184082 Iteration 62Q: 3 clusters Score -89477.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -89477.468750 Penalty: 729.184082 Iteration 63Q: 3 clusters Score -89477.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -89477.882812 Penalty: 729.184082 Iteration 64Q: 3 clusters Score -89477.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -89477.882812 Penalty: 729.184082 Iteration 65F: 3 clusters Score -89477.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1046 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Entering Unmasked Estep Score: -31341.791016 Penalty: 316.349152 Iteration 0F: 2 clusters Score -31341.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -30525.425781 Penalty: 632.698303 Iteration 0F: 3 clusters Score -30525.43 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -30811.314453 Penalty: 632.698303 Iteration 1F: 3 clusters Score -30811.31 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -30882.435547 Penalty: 632.698303 Iteration 2F: 3 clusters Score -30882.44 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -30927.277344 Penalty: 632.698303 Iteration 3F: 3 clusters Score -30927.28 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -30960.474609 Penalty: 632.698303 Iteration 4Q: 3 clusters Score -30960.47 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -30991.970703 Penalty: 632.698303 Iteration 5Q: 3 clusters Score -30991.97 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -31017.416016 Penalty: 632.698303 Iteration 6Q: 3 clusters Score -31017.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -31035.158203 Penalty: 632.698303 Iteration 7Q: 3 clusters Score -31035.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -31042.712891 Penalty: 632.698303 Iteration 8Q: 3 clusters Score -31042.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -31047.025391 Penalty: 632.698303 Iteration 9Q: 3 clusters Score -31047.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -31048.804688 Penalty: 632.698303 Iteration 10Q: 3 clusters Score -31048.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -31051.005859 Penalty: 632.698303 Iteration 11Q: 3 clusters Score -31051.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -31054.726562 Penalty: 632.698303 Iteration 12Q: 3 clusters Score -31054.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -31057.859375 Penalty: 632.698303 Iteration 13Q: 3 clusters Score -31057.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -31060.412109 Penalty: 632.698303 Iteration 14Q: 3 clusters Score -31060.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -31065.447266 Penalty: 632.698303 Iteration 15Q: 3 clusters Score -31065.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -31068.359375 Penalty: 632.698303 Iteration 16Q: 3 clusters Score -31068.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -31071.738281 Penalty: 632.698303 Iteration 17Q: 3 clusters Score -31071.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -31074.548828 Penalty: 632.698303 Iteration 18Q: 3 clusters Score -31074.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -31076.308594 Penalty: 632.698303 Iteration 19Q: 3 clusters Score -31076.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -31077.437500 Penalty: 632.698303 Iteration 20F: 3 clusters Score -31077.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -31078.697266 Penalty: 632.698303 Iteration 21Q: 3 clusters Score -31078.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -31079.335938 Penalty: 632.698303 Iteration 22Q: 3 clusters Score -31079.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -31079.744141 Penalty: 632.698303 Iteration 23Q: 3 clusters Score -31079.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -31079.744141 Penalty: 632.698303 Iteration 24F: 3 clusters Score -31079.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -9809.001953 Penalty: 272.269104 Iteration 0F: 2 clusters Score -9809.002 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -9388.817383 Penalty: 544.538208 Iteration 0F: 3 clusters Score -9388.817 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -9474.680664 Penalty: 544.538208 Iteration 1F: 3 clusters Score -9474.681 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -9509.446289 Penalty: 544.538208 Iteration 2F: 3 clusters Score -9509.446 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -9542.226562 Penalty: 544.538208 Iteration 3F: 3 clusters Score -9542.227 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -9555.660156 Penalty: 544.538208 Iteration 4Q: 3 clusters Score -9555.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -9573.814453 Penalty: 544.538208 Iteration 5Q: 3 clusters Score -9573.814 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -9585.877930 Penalty: 544.538208 Iteration 6Q: 3 clusters Score -9585.878 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -9598.905273 Penalty: 544.538208 Iteration 7Q: 3 clusters Score -9598.905 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -9615.989258 Penalty: 544.538208 Iteration 8Q: 3 clusters Score -9615.989 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -9634.173828 Penalty: 544.538208 Iteration 9Q: 3 clusters Score -9634.174 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -9643.884766 Penalty: 544.538208 Iteration 10Q: 3 clusters Score -9643.885 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -9651.543945 Penalty: 544.538208 Iteration 11Q: 3 clusters Score -9651.544 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -9653.687500 Penalty: 544.538208 Iteration 12Q: 3 clusters Score -9653.688 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -9656.482422 Penalty: 544.538208 Iteration 13Q: 3 clusters Score -9656.482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -9658.857422 Penalty: 544.538208 Iteration 14Q: 3 clusters Score -9658.857 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -9658.857422 Penalty: 544.538208 Iteration 15F: 3 clusters Score -9658.857 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1807 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Entering Unmasked Estep Score: -49201.750000 Penalty: 341.223755 Iteration 0F: 2 clusters Score -49201.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -47901.628906 Penalty: 682.447510 Iteration 0F: 3 clusters Score -47901.63 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -48376.101562 Penalty: 682.447510 Iteration 1F: 3 clusters Score -48376.1 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -48480.078125 Penalty: 682.447510 Iteration 2F: 3 clusters Score -48480.08 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -48561.707031 Penalty: 682.447510 Iteration 3F: 3 clusters Score -48561.71 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -48628.570312 Penalty: 682.447510 Iteration 4F: 3 clusters Score -48628.57 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -48691.933594 Penalty: 682.447510 Iteration 5Q: 3 clusters Score -48691.93 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -48736.128906 Penalty: 682.447510 Iteration 6Q: 3 clusters Score -48736.13 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -48779.000000 Penalty: 682.447510 Iteration 7Q: 3 clusters Score -48779 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -48814.734375 Penalty: 682.447510 Iteration 8Q: 3 clusters Score -48814.73 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -48841.683594 Penalty: 682.447510 Iteration 9Q: 3 clusters Score -48841.68 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -48866.121094 Penalty: 682.447510 Iteration 10Q: 3 clusters Score -48866.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -48889.179688 Penalty: 682.447510 Iteration 11Q: 3 clusters Score -48889.18 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -48906.699219 Penalty: 682.447510 Iteration 12Q: 3 clusters Score -48906.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -48922.726562 Penalty: 682.447510 Iteration 13Q: 3 clusters Score -48922.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -48931.062500 Penalty: 682.447510 Iteration 14Q: 3 clusters Score -48931.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -48941.031250 Penalty: 682.447510 Iteration 15Q: 3 clusters Score -48941.03 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -48950.808594 Penalty: 682.447510 Iteration 16Q: 3 clusters Score -48950.81 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -48963.281250 Penalty: 682.447510 Iteration 17Q: 3 clusters Score -48963.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -48969.070312 Penalty: 682.447510 Iteration 18Q: 3 clusters Score -48969.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -48971.617188 Penalty: 682.447510 Iteration 19Q: 3 clusters Score -48971.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -48972.609375 Penalty: 682.447510 Iteration 20F: 3 clusters Score -48972.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -48972.742188 Penalty: 682.447510 Iteration 21Q: 3 clusters Score -48972.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -48972.773438 Penalty: 682.447510 Iteration 22Q: 3 clusters Score -48972.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -48972.773438 Penalty: 682.447510 Iteration 23F: 3 clusters Score -48972.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (634 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Entering Unmasked Estep Score: -13198.307617 Penalty: 293.568207 Iteration 0F: 2 clusters Score -13198.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -12622.144531 Penalty: 587.136414 Iteration 0F: 3 clusters Score -12622.14 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -12856.581055 Penalty: 587.136414 Iteration 1F: 3 clusters Score -12856.58 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -12936.441406 Penalty: 587.136414 Iteration 2F: 3 clusters Score -12936.44 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -13022.087891 Penalty: 587.136414 Iteration 3F: 3 clusters Score -13022.09 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -13076.938477 Penalty: 587.136414 Iteration 4F: 3 clusters Score -13076.94 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -13101.195312 Penalty: 587.136414 Iteration 5Q: 3 clusters Score -13101.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -13121.680664 Penalty: 587.136414 Iteration 6Q: 3 clusters Score -13121.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -13136.894531 Penalty: 587.136414 Iteration 7Q: 3 clusters Score -13136.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -13145.725586 Penalty: 587.136414 Iteration 8Q: 3 clusters Score -13145.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -13155.939453 Penalty: 587.136414 Iteration 9Q: 3 clusters Score -13155.94 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -13167.885742 Penalty: 587.136414 Iteration 10Q: 3 clusters Score -13167.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -13177.068359 Penalty: 587.136414 Iteration 11Q: 3 clusters Score -13177.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -13180.833984 Penalty: 587.136414 Iteration 12Q: 3 clusters Score -13180.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -13183.251953 Penalty: 587.136414 Iteration 13Q: 3 clusters Score -13183.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -13187.026367 Penalty: 587.136414 Iteration 14Q: 3 clusters Score -13187.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -13199.573242 Penalty: 587.136414 Iteration 15Q: 3 clusters Score -13199.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -13206.603516 Penalty: 587.136414 Iteration 16Q: 3 clusters Score -13206.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -13211.404297 Penalty: 587.136414 Iteration 17Q: 3 clusters Score -13211.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -13213.567383 Penalty: 587.136414 Iteration 18Q: 3 clusters Score -13213.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -13216.580078 Penalty: 587.136414 Iteration 19Q: 3 clusters Score -13216.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -13229.199219 Penalty: 587.136414 Iteration 20F: 3 clusters Score -13229.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -13233.928711 Penalty: 587.136414 Iteration 21Q: 3 clusters Score -13233.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -13236.636719 Penalty: 587.136414 Iteration 22Q: 3 clusters Score -13236.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -13237.593750 Penalty: 587.136414 Iteration 23Q: 3 clusters Score -13237.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -13238.694336 Penalty: 587.136414 Iteration 24Q: 3 clusters Score -13238.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -13239.504883 Penalty: 587.136414 Iteration 25Q: 3 clusters Score -13239.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -13240.326172 Penalty: 587.136414 Iteration 26Q: 3 clusters Score -13240.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -13240.326172 Penalty: 587.136414 Iteration 27F: 3 clusters Score -13240.33 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222051 members Mstep: Class 2 contains 13978 members Mstep: Class 3 contains 1993 members Mstep: Class 4 contains 5938 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4808 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 10612 members Mstep: Class 9 contains 4786 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7161 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 272 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20738 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 662 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Mstep: Class 29 contains 2150 members Mstep: Class 30 contains 445 members Mstep: Class 31 contains 362 members Entering Unmasked Estep Score: -9338042.000000 Penalty: 17974.474609 Splitting cluster 18 changes total score from -9337760.000000 to -9338042.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 19 (3484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Entering Unmasked Estep Score: -103599.585938 Penalty: 371.095093 Iteration 0F: 2 clusters Score -103599.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -101253.468750 Penalty: 742.190186 Iteration 0F: 3 clusters Score -101253.5 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -102151.445312 Penalty: 742.190186 Iteration 1F: 3 clusters Score -102151.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -102302.632812 Penalty: 742.190186 Iteration 2F: 3 clusters Score -102302.6 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -102461.718750 Penalty: 742.190186 Iteration 3F: 3 clusters Score -102461.7 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -102624.781250 Penalty: 742.190186 Iteration 4F: 3 clusters Score -102624.8 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -102783.046875 Penalty: 742.190186 Iteration 5F: 3 clusters Score -102783 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -102915.625000 Penalty: 742.190186 Iteration 6Q: 3 clusters Score -102915.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -103004.421875 Penalty: 742.190186 Iteration 7Q: 3 clusters Score -103004.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -103058.179688 Penalty: 742.190186 Iteration 8Q: 3 clusters Score -103058.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -103088.859375 Penalty: 742.190186 Iteration 9Q: 3 clusters Score -103088.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -103110.132812 Penalty: 742.190186 Iteration 10Q: 3 clusters Score -103110.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -103125.187500 Penalty: 742.190186 Iteration 11Q: 3 clusters Score -103125.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -103138.101562 Penalty: 742.190186 Iteration 12Q: 3 clusters Score -103138.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -103151.125000 Penalty: 742.190186 Iteration 13Q: 3 clusters Score -103151.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 3094 members Entering Unmasked Estep Score: -103167.812500 Penalty: 742.190186 Iteration 14Q: 3 clusters Score -103167.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -103181.070312 Penalty: 742.190186 Iteration 15Q: 3 clusters Score -103181.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -103191.531250 Penalty: 742.190186 Iteration 16Q: 3 clusters Score -103191.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -103197.414062 Penalty: 742.190186 Iteration 17Q: 3 clusters Score -103197.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -103205.515625 Penalty: 742.190186 Iteration 18Q: 3 clusters Score -103205.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -103213.820312 Penalty: 742.190186 Iteration 19Q: 3 clusters Score -103213.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -103218.703125 Penalty: 742.190186 Iteration 20F: 3 clusters Score -103218.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -103224.570312 Penalty: 742.190186 Iteration 21Q: 3 clusters Score -103224.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -103229.742188 Penalty: 742.190186 Iteration 22Q: 3 clusters Score -103229.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -103234.500000 Penalty: 742.190186 Iteration 23Q: 3 clusters Score -103234.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -103237.078125 Penalty: 742.190186 Iteration 24Q: 3 clusters Score -103237.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -103239.937500 Penalty: 742.190186 Iteration 25Q: 3 clusters Score -103239.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 3225 members Entering Unmasked Estep Score: -103242.437500 Penalty: 742.190186 Iteration 26Q: 3 clusters Score -103242.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 3231 members Entering Unmasked Estep Score: -103244.335938 Penalty: 742.190186 Iteration 27Q: 3 clusters Score -103244.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -103246.187500 Penalty: 742.190186 Iteration 28Q: 3 clusters Score -103246.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -103248.179688 Penalty: 742.190186 Iteration 29Q: 3 clusters Score -103248.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -103249.492188 Penalty: 742.190186 Iteration 30Q: 3 clusters Score -103249.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 3250 members Entering Unmasked Estep Score: -103252.101562 Penalty: 742.190186 Iteration 31Q: 3 clusters Score -103252.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -103253.500000 Penalty: 742.190186 Iteration 32Q: 3 clusters Score -103253.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -103257.914062 Penalty: 742.190186 Iteration 33Q: 3 clusters Score -103257.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -103261.523438 Penalty: 742.190186 Iteration 34Q: 3 clusters Score -103261.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -103265.468750 Penalty: 742.190186 Iteration 35Q: 3 clusters Score -103265.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -103268.664062 Penalty: 742.190186 Iteration 36Q: 3 clusters Score -103268.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -103271.046875 Penalty: 742.190186 Iteration 37Q: 3 clusters Score -103271 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -103271.343750 Penalty: 742.190186 Iteration 38Q: 3 clusters Score -103271.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -103271.343750 Penalty: 742.190186 Iteration 39F: 3 clusters Score -103271.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (20738 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20738 members Entering Unmasked Estep Score: -603546.937500 Penalty: 452.257385 Iteration 0F: 2 clusters Score -603546.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 10378 members Entering Unmasked Estep Score: -589762.312500 Penalty: 904.514771 Iteration 0F: 3 clusters Score -589762.3 nChanged 9904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10440 members Mstep: Class 2 contains 10298 members Entering Unmasked Estep Score: -596202.375000 Penalty: 904.514771 Iteration 1F: 3 clusters Score -596202.4 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10353 members Mstep: Class 2 contains 10385 members Entering Unmasked Estep Score: -596934.000000 Penalty: 904.514771 Iteration 2F: 3 clusters Score -596934 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 10551 members Entering Unmasked Estep Score: -597792.625000 Penalty: 904.514771 Iteration 3F: 3 clusters Score -597792.6 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10017 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -598698.437500 Penalty: 904.514771 Iteration 4F: 3 clusters Score -598698.4 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9845 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -599405.750000 Penalty: 904.514771 Iteration 5F: 3 clusters Score -599405.8 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9703 members Mstep: Class 2 contains 11035 members Entering Unmasked Estep Score: -599716.812500 Penalty: 904.514771 Iteration 6Q: 3 clusters Score -599716.8 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9569 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -599833.562500 Penalty: 904.514771 Iteration 7Q: 3 clusters Score -599833.6 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 11318 members Entering Unmasked Estep Score: -599887.812500 Penalty: 904.514771 Iteration 8Q: 3 clusters Score -599887.8 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 11478 members Entering Unmasked Estep Score: -599923.000000 Penalty: 904.514771 Iteration 9Q: 3 clusters Score -599923 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 11647 members Entering Unmasked Estep Score: -599957.437500 Penalty: 904.514771 Iteration 10Q: 3 clusters Score -599957.4 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 11830 members Entering Unmasked Estep Score: -599996.000000 Penalty: 904.514771 Iteration 11Q: 3 clusters Score -599996 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8702 members Mstep: Class 2 contains 12036 members Entering Unmasked Estep Score: -600047.812500 Penalty: 904.514771 Iteration 12Q: 3 clusters Score -600047.8 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8466 members Mstep: Class 2 contains 12272 members Entering Unmasked Estep Score: -600104.125000 Penalty: 904.514771 Iteration 13Q: 3 clusters Score -600104.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8218 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -600175.000000 Penalty: 904.514771 Iteration 14Q: 3 clusters Score -600175 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7956 members Mstep: Class 2 contains 12782 members Entering Unmasked Estep Score: -600250.437500 Penalty: 904.514771 Iteration 15Q: 3 clusters Score -600250.4 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7705 members Mstep: Class 2 contains 13033 members Entering Unmasked Estep Score: -600328.750000 Penalty: 904.514771 Iteration 16Q: 3 clusters Score -600328.8 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7426 members Mstep: Class 2 contains 13312 members Entering Unmasked Estep Score: -600421.937500 Penalty: 904.514771 Iteration 17Q: 3 clusters Score -600421.9 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7140 members Mstep: Class 2 contains 13598 members Entering Unmasked Estep Score: -600522.312500 Penalty: 904.514771 Iteration 18Q: 3 clusters Score -600522.3 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6846 members Mstep: Class 2 contains 13892 members Entering Unmasked Estep Score: -600634.875000 Penalty: 904.514771 Iteration 19Q: 3 clusters Score -600634.9 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 14204 members Entering Unmasked Estep Score: -600778.750000 Penalty: 904.514771 Iteration 20F: 3 clusters Score -600778.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 14547 members Entering Unmasked Estep Score: -600956.750000 Penalty: 904.514771 Iteration 21Q: 3 clusters Score -600956.8 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5824 members Mstep: Class 2 contains 14914 members Entering Unmasked Estep Score: -601177.562500 Penalty: 904.514771 Iteration 22Q: 3 clusters Score -601177.6 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 15272 members Entering Unmasked Estep Score: -601421.125000 Penalty: 904.514771 Iteration 23Q: 3 clusters Score -601421.1 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 15597 members Entering Unmasked Estep Score: -601646.125000 Penalty: 904.514771 Iteration 24Q: 3 clusters Score -601646.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 15867 members Entering Unmasked Estep Score: -601841.812500 Penalty: 904.514771 Iteration 25Q: 3 clusters Score -601841.8 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 16127 members Entering Unmasked Estep Score: -602001.375000 Penalty: 904.514771 Iteration 26Q: 3 clusters Score -602001.4 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 16341 members Entering Unmasked Estep Score: -602125.812500 Penalty: 904.514771 Iteration 27Q: 3 clusters Score -602125.8 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -602229.187500 Penalty: 904.514771 Iteration 28Q: 3 clusters Score -602229.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4006 members Mstep: Class 2 contains 16732 members Entering Unmasked Estep Score: -602308.062500 Penalty: 904.514771 Iteration 29Q: 3 clusters Score -602308.1 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 16909 members Entering Unmasked Estep Score: -602374.687500 Penalty: 904.514771 Iteration 30Q: 3 clusters Score -602374.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 17064 members Entering Unmasked Estep Score: -602427.437500 Penalty: 904.514771 Iteration 31Q: 3 clusters Score -602427.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 17228 members Entering Unmasked Estep Score: -602483.437500 Penalty: 904.514771 Iteration 32Q: 3 clusters Score -602483.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 17383 members Entering Unmasked Estep Score: -602529.250000 Penalty: 904.514771 Iteration 33Q: 3 clusters Score -602529.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 17503 members Entering Unmasked Estep Score: -602554.000000 Penalty: 904.514771 Iteration 34Q: 3 clusters Score -602554 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 17613 members Entering Unmasked Estep Score: -602580.750000 Penalty: 904.514771 Iteration 35Q: 3 clusters Score -602580.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 17722 members Entering Unmasked Estep Score: -602606.375000 Penalty: 904.514771 Iteration 36Q: 3 clusters Score -602606.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 17833 members Entering Unmasked Estep Score: -602629.937500 Penalty: 904.514771 Iteration 37Q: 3 clusters Score -602629.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 17931 members Entering Unmasked Estep Score: -602653.125000 Penalty: 904.514771 Iteration 38Q: 3 clusters Score -602653.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 18021 members Entering Unmasked Estep Score: -602673.750000 Penalty: 904.514771 Iteration 39Q: 3 clusters Score -602673.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 18108 members Entering Unmasked Estep Score: -602690.187500 Penalty: 904.514771 Iteration 40F: 3 clusters Score -602690.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 18197 members Entering Unmasked Estep Score: -602708.687500 Penalty: 904.514771 Iteration 41Q: 3 clusters Score -602708.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 18290 members Entering Unmasked Estep Score: -602733.125000 Penalty: 904.514771 Iteration 42Q: 3 clusters Score -602733.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 18374 members Entering Unmasked Estep Score: -602754.187500 Penalty: 904.514771 Iteration 43Q: 3 clusters Score -602754.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 18468 members Entering Unmasked Estep Score: -602773.625000 Penalty: 904.514771 Iteration 44Q: 3 clusters Score -602773.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 18546 members Entering Unmasked Estep Score: -602790.875000 Penalty: 904.514771 Iteration 45Q: 3 clusters Score -602790.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 18625 members Entering Unmasked Estep Score: -602807.312500 Penalty: 904.514771 Iteration 46Q: 3 clusters Score -602807.3 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 18689 members Entering Unmasked Estep Score: -602819.562500 Penalty: 904.514771 Iteration 47Q: 3 clusters Score -602819.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 18750 members Entering Unmasked Estep Score: -602829.562500 Penalty: 904.514771 Iteration 48Q: 3 clusters Score -602829.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 18810 members Entering Unmasked Estep Score: -602844.437500 Penalty: 904.514771 Iteration 49Q: 3 clusters Score -602844.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 18870 members Entering Unmasked Estep Score: -602855.250000 Penalty: 904.514771 Iteration 50Q: 3 clusters Score -602855.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 18928 members Entering Unmasked Estep Score: -602868.875000 Penalty: 904.514771 Iteration 51Q: 3 clusters Score -602868.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 18993 members Entering Unmasked Estep Score: -602884.937500 Penalty: 904.514771 Iteration 52Q: 3 clusters Score -602884.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 19061 members Entering Unmasked Estep Score: -602903.187500 Penalty: 904.514771 Iteration 53Q: 3 clusters Score -602903.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 19134 members Entering Unmasked Estep Score: -602921.062500 Penalty: 904.514771 Iteration 54Q: 3 clusters Score -602921.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 19201 members Entering Unmasked Estep Score: -602939.812500 Penalty: 904.514771 Iteration 55Q: 3 clusters Score -602939.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 19261 members Entering Unmasked Estep Score: -602955.562500 Penalty: 904.514771 Iteration 56Q: 3 clusters Score -602955.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 19330 members Entering Unmasked Estep Score: -602973.937500 Penalty: 904.514771 Iteration 57Q: 3 clusters Score -602973.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 19388 members Entering Unmasked Estep Score: -602990.875000 Penalty: 904.514771 Iteration 58Q: 3 clusters Score -602990.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 19441 members Entering Unmasked Estep Score: -603005.812500 Penalty: 904.514771 Iteration 59Q: 3 clusters Score -603005.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 19487 members Entering Unmasked Estep Score: -603014.187500 Penalty: 904.514771 Iteration 60F: 3 clusters Score -603014.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 19535 members Entering Unmasked Estep Score: -603024.875000 Penalty: 904.514771 Iteration 61Q: 3 clusters Score -603024.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 19573 members Entering Unmasked Estep Score: -603033.500000 Penalty: 904.514771 Iteration 62Q: 3 clusters Score -603033.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 19612 members Entering Unmasked Estep Score: -603045.812500 Penalty: 904.514771 Iteration 63Q: 3 clusters Score -603045.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 19638 members Entering Unmasked Estep Score: -603049.937500 Penalty: 904.514771 Iteration 64Q: 3 clusters Score -603049.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -603057.125000 Penalty: 904.514771 Iteration 65Q: 3 clusters Score -603057.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 19688 members Entering Unmasked Estep Score: -603062.875000 Penalty: 904.514771 Iteration 66Q: 3 clusters Score -603062.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 19711 members Entering Unmasked Estep Score: -603066.375000 Penalty: 904.514771 Iteration 67Q: 3 clusters Score -603066.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 19733 members Entering Unmasked Estep Score: -603070.937500 Penalty: 904.514771 Iteration 68Q: 3 clusters Score -603070.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 19753 members Entering Unmasked Estep Score: -603075.875000 Penalty: 904.514771 Iteration 69Q: 3 clusters Score -603075.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 19771 members Entering Unmasked Estep Score: -603079.250000 Penalty: 904.514771 Iteration 70Q: 3 clusters Score -603079.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 19782 members Entering Unmasked Estep Score: -603080.250000 Penalty: 904.514771 Iteration 71Q: 3 clusters Score -603080.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 19794 members Entering Unmasked Estep Score: -603084.500000 Penalty: 904.514771 Iteration 72Q: 3 clusters Score -603084.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 19807 members Entering Unmasked Estep Score: -603085.500000 Penalty: 904.514771 Iteration 73Q: 3 clusters Score -603085.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 19819 members Entering Unmasked Estep Score: -603086.687500 Penalty: 904.514771 Iteration 74Q: 3 clusters Score -603086.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 19829 members Entering Unmasked Estep Score: -603090.375000 Penalty: 904.514771 Iteration 75Q: 3 clusters Score -603090.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 19836 members Entering Unmasked Estep Score: -603093.312500 Penalty: 904.514771 Iteration 76Q: 3 clusters Score -603093.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 19842 members Entering Unmasked Estep Score: -603093.750000 Penalty: 904.514771 Iteration 77Q: 3 clusters Score -603093.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 19847 members Entering Unmasked Estep Score: -603095.375000 Penalty: 904.514771 Iteration 78Q: 3 clusters Score -603095.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 19855 members Entering Unmasked Estep Score: -603097.500000 Penalty: 904.514771 Iteration 79Q: 3 clusters Score -603097.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 19864 members Entering Unmasked Estep Score: -603099.625000 Penalty: 904.514771 Iteration 80F: 3 clusters Score -603099.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 19874 members Entering Unmasked Estep Score: -603099.812500 Penalty: 904.514771 Iteration 81Q: 3 clusters Score -603099.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 19883 members Entering Unmasked Estep Score: -603101.500000 Penalty: 904.514771 Iteration 82Q: 3 clusters Score -603101.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 19890 members Entering Unmasked Estep Score: -603103.312500 Penalty: 904.514771 Iteration 83Q: 3 clusters Score -603103.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 19897 members Entering Unmasked Estep Score: -603103.437500 Penalty: 904.514771 Iteration 84Q: 3 clusters Score -603103.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 19906 members Entering Unmasked Estep Score: -603106.375000 Penalty: 904.514771 Iteration 85Q: 3 clusters Score -603106.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 19916 members Entering Unmasked Estep Score: -603106.625000 Penalty: 904.514771 Iteration 86Q: 3 clusters Score -603106.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 19927 members Entering Unmasked Estep Score: -603108.437500 Penalty: 904.514771 Iteration 87Q: 3 clusters Score -603108.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 19940 members Entering Unmasked Estep Score: -603111.937500 Penalty: 904.514771 Iteration 88Q: 3 clusters Score -603111.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 19948 members Entering Unmasked Estep Score: -603112.625000 Penalty: 904.514771 Iteration 89Q: 3 clusters Score -603112.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 19958 members Entering Unmasked Estep Score: -603114.187500 Penalty: 904.514771 Iteration 90Q: 3 clusters Score -603114.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 19966 members Entering Unmasked Estep Score: -603114.375000 Penalty: 904.514771 Iteration 91Q: 3 clusters Score -603114.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 19975 members Entering Unmasked Estep Score: -603117.062500 Penalty: 904.514771 Iteration 92Q: 3 clusters Score -603117.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 19987 members Entering Unmasked Estep Score: -603121.312500 Penalty: 904.514771 Iteration 93Q: 3 clusters Score -603121.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 20005 members Entering Unmasked Estep Score: -603122.937500 Penalty: 904.514771 Iteration 94Q: 3 clusters Score -603122.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 20010 members Entering Unmasked Estep Score: -603124.750000 Penalty: 904.514771 Iteration 95Q: 3 clusters Score -603124.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 20017 members Entering Unmasked Estep Score: -603126.500000 Penalty: 904.514771 Iteration 96Q: 3 clusters Score -603126.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 20028 members Entering Unmasked Estep Score: -603129.312500 Penalty: 904.514771 Iteration 97Q: 3 clusters Score -603129.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 20040 members Entering Unmasked Estep Score: -603132.750000 Penalty: 904.514771 Iteration 98Q: 3 clusters Score -603132.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 20052 members Entering Unmasked Estep Score: -603134.812500 Penalty: 904.514771 Iteration 99Q: 3 clusters Score -603134.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 20064 members Entering Unmasked Estep Score: -603137.875000 Penalty: 904.514771 Iteration 100F: 3 clusters Score -603137.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 20073 members Entering Unmasked Estep Score: -603139.250000 Penalty: 904.514771 Iteration 101Q: 3 clusters Score -603139.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 20076 members Entering Unmasked Estep Score: -603140.000000 Penalty: 904.514771 Iteration 102Q: 3 clusters Score -603140 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 20078 members Entering Unmasked Estep Score: -603140.687500 Penalty: 904.514771 Iteration 103Q: 3 clusters Score -603140.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 20081 members Entering Unmasked Estep Score: -603141.562500 Penalty: 904.514771 Iteration 104Q: 3 clusters Score -603141.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 20084 members Entering Unmasked Estep Score: -603143.000000 Penalty: 904.514771 Iteration 105Q: 3 clusters Score -603143 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 20086 members Entering Unmasked Estep Score: -603143.312500 Penalty: 904.514771 Iteration 106Q: 3 clusters Score -603143.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -603143.375000 Penalty: 904.514771 Iteration 107Q: 3 clusters Score -603143.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 20089 members Entering Unmasked Estep Score: -603143.375000 Penalty: 904.514771 Iteration 108F: 3 clusters Score -603143.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1289 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Entering Unmasked Estep Score: -30170.451172 Penalty: 325.853790 Iteration 0F: 2 clusters Score -30170.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -29194.476562 Penalty: 651.707581 Iteration 0F: 3 clusters Score -29194.48 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -29617.927734 Penalty: 651.707581 Iteration 1F: 3 clusters Score -29617.93 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -29715.361328 Penalty: 651.707581 Iteration 2F: 3 clusters Score -29715.36 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -29759.093750 Penalty: 651.707581 Iteration 3F: 3 clusters Score -29759.09 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -29788.744141 Penalty: 651.707581 Iteration 4Q: 3 clusters Score -29788.74 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -29815.744141 Penalty: 651.707581 Iteration 5Q: 3 clusters Score -29815.74 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -29840.142578 Penalty: 651.707581 Iteration 6Q: 3 clusters Score -29840.14 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -29879.351562 Penalty: 651.707581 Iteration 7Q: 3 clusters Score -29879.35 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -29919.652344 Penalty: 651.707581 Iteration 8Q: 3 clusters Score -29919.65 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -29953.250000 Penalty: 651.707581 Iteration 9Q: 3 clusters Score -29953.25 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -29975.857422 Penalty: 651.707581 Iteration 10Q: 3 clusters Score -29975.86 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -29987.617188 Penalty: 651.707581 Iteration 11Q: 3 clusters Score -29987.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -29994.402344 Penalty: 651.707581 Iteration 12Q: 3 clusters Score -29994.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -30008.265625 Penalty: 651.707581 Iteration 13Q: 3 clusters Score -30008.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -30017.601562 Penalty: 651.707581 Iteration 14Q: 3 clusters Score -30017.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -30022.429688 Penalty: 651.707581 Iteration 15Q: 3 clusters Score -30022.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -30026.951172 Penalty: 651.707581 Iteration 16Q: 3 clusters Score -30026.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -30030.169922 Penalty: 651.707581 Iteration 17Q: 3 clusters Score -30030.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -30032.099609 Penalty: 651.707581 Iteration 18Q: 3 clusters Score -30032.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -30034.730469 Penalty: 651.707581 Iteration 19Q: 3 clusters Score -30034.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -30037.476562 Penalty: 651.707581 Iteration 20F: 3 clusters Score -30037.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -30039.257812 Penalty: 651.707581 Iteration 21Q: 3 clusters Score -30039.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -30039.695312 Penalty: 651.707581 Iteration 22Q: 3 clusters Score -30039.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -30039.695312 Penalty: 651.707581 Iteration 23F: 3 clusters Score -30039.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13073 members Entering Unmasked Estep Score: -397425.750000 Penalty: 431.262817 Iteration 0F: 2 clusters Score -397425.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6500 members Mstep: Class 2 contains 6573 members Entering Unmasked Estep Score: -388663.750000 Penalty: 862.525635 Iteration 0F: 3 clusters Score -388663.8 nChanged 6189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 6854 members Entering Unmasked Estep Score: -392167.218750 Penalty: 862.525635 Iteration 1F: 3 clusters Score -392167.2 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 6957 members Entering Unmasked Estep Score: -392409.937500 Penalty: 862.525635 Iteration 2Q: 3 clusters Score -392409.9 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 7078 members Entering Unmasked Estep Score: -392716.781250 Penalty: 862.525635 Iteration 3F: 3 clusters Score -392716.8 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5859 members Mstep: Class 2 contains 7214 members Entering Unmasked Estep Score: -393056.187500 Penalty: 862.525635 Iteration 4F: 3 clusters Score -393056.2 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -393494.375000 Penalty: 862.525635 Iteration 5F: 3 clusters Score -393494.4 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -393994.812500 Penalty: 862.525635 Iteration 6F: 3 clusters Score -393994.8 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 7695 members Entering Unmasked Estep Score: -394511.718750 Penalty: 862.525635 Iteration 7F: 3 clusters Score -394511.7 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 7858 members Entering Unmasked Estep Score: -394899.968750 Penalty: 862.525635 Iteration 8F: 3 clusters Score -394900 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 7989 members Entering Unmasked Estep Score: -395078.437500 Penalty: 862.525635 Iteration 9Q: 3 clusters Score -395078.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -395158.343750 Penalty: 862.525635 Iteration 10Q: 3 clusters Score -395158.3 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -395205.031250 Penalty: 862.525635 Iteration 11Q: 3 clusters Score -395205 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 8310 members Entering Unmasked Estep Score: -395238.375000 Penalty: 862.525635 Iteration 12Q: 3 clusters Score -395238.4 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -395264.687500 Penalty: 862.525635 Iteration 13Q: 3 clusters Score -395264.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4539 members Mstep: Class 2 contains 8534 members Entering Unmasked Estep Score: -395290.812500 Penalty: 862.525635 Iteration 14Q: 3 clusters Score -395290.8 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -395319.062500 Penalty: 862.525635 Iteration 15Q: 3 clusters Score -395319.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4304 members Mstep: Class 2 contains 8769 members Entering Unmasked Estep Score: -395343.500000 Penalty: 862.525635 Iteration 16Q: 3 clusters Score -395343.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 8893 members Entering Unmasked Estep Score: -395371.437500 Penalty: 862.525635 Iteration 17Q: 3 clusters Score -395371.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4040 members Mstep: Class 2 contains 9033 members Entering Unmasked Estep Score: -395401.281250 Penalty: 862.525635 Iteration 18Q: 3 clusters Score -395401.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -395431.968750 Penalty: 862.525635 Iteration 19Q: 3 clusters Score -395432 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 9313 members Entering Unmasked Estep Score: -395467.312500 Penalty: 862.525635 Iteration 20F: 3 clusters Score -395467.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 9458 members Entering Unmasked Estep Score: -395501.562500 Penalty: 862.525635 Iteration 21Q: 3 clusters Score -395501.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 9625 members Entering Unmasked Estep Score: -395550.906250 Penalty: 862.525635 Iteration 22Q: 3 clusters Score -395550.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -395609.593750 Penalty: 862.525635 Iteration 23Q: 3 clusters Score -395609.6 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 10004 members Entering Unmasked Estep Score: -395671.656250 Penalty: 862.525635 Iteration 24Q: 3 clusters Score -395671.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 10200 members Entering Unmasked Estep Score: -395746.031250 Penalty: 862.525635 Iteration 25Q: 3 clusters Score -395746 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 10409 members Entering Unmasked Estep Score: -395834.406250 Penalty: 862.525635 Iteration 26Q: 3 clusters Score -395834.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 10633 members Entering Unmasked Estep Score: -395932.500000 Penalty: 862.525635 Iteration 27Q: 3 clusters Score -395932.5 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 10825 members Entering Unmasked Estep Score: -396015.937500 Penalty: 862.525635 Iteration 28Q: 3 clusters Score -396015.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 11004 members Entering Unmasked Estep Score: -396097.468750 Penalty: 862.525635 Iteration 29Q: 3 clusters Score -396097.5 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 11217 members Entering Unmasked Estep Score: -396194.625000 Penalty: 862.525635 Iteration 30Q: 3 clusters Score -396194.6 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 11391 members Entering Unmasked Estep Score: -396268.625000 Penalty: 862.525635 Iteration 31Q: 3 clusters Score -396268.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -396346.437500 Penalty: 862.525635 Iteration 32Q: 3 clusters Score -396346.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 11735 members Entering Unmasked Estep Score: -396422.875000 Penalty: 862.525635 Iteration 33Q: 3 clusters Score -396422.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 11887 members Entering Unmasked Estep Score: -396496.656250 Penalty: 862.525635 Iteration 34Q: 3 clusters Score -396496.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 12032 members Entering Unmasked Estep Score: -396572.718750 Penalty: 862.525635 Iteration 35Q: 3 clusters Score -396572.7 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 12179 members Entering Unmasked Estep Score: -396664.625000 Penalty: 862.525635 Iteration 36Q: 3 clusters Score -396664.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 12305 members Entering Unmasked Estep Score: -396744.843750 Penalty: 862.525635 Iteration 37Q: 3 clusters Score -396744.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -396804.093750 Penalty: 862.525635 Iteration 38Q: 3 clusters Score -396804.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -396856.718750 Penalty: 862.525635 Iteration 39Q: 3 clusters Score -396856.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 12570 members Entering Unmasked Estep Score: -396902.750000 Penalty: 862.525635 Iteration 40F: 3 clusters Score -396902.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -396930.843750 Penalty: 862.525635 Iteration 41Q: 3 clusters Score -396930.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -396948.156250 Penalty: 862.525635 Iteration 42Q: 3 clusters Score -396948.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 12688 members Entering Unmasked Estep Score: -396963.312500 Penalty: 862.525635 Iteration 43Q: 3 clusters Score -396963.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 12709 members Entering Unmasked Estep Score: -396974.562500 Penalty: 862.525635 Iteration 44Q: 3 clusters Score -396974.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 12724 members Entering Unmasked Estep Score: -396980.562500 Penalty: 862.525635 Iteration 45Q: 3 clusters Score -396980.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -396986.093750 Penalty: 862.525635 Iteration 46Q: 3 clusters Score -396986.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 12751 members Entering Unmasked Estep Score: -396996.343750 Penalty: 862.525635 Iteration 47Q: 3 clusters Score -396996.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 12766 members Entering Unmasked Estep Score: -397001.843750 Penalty: 862.525635 Iteration 48Q: 3 clusters Score -397001.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 12777 members Entering Unmasked Estep Score: -397006.843750 Penalty: 862.525635 Iteration 49Q: 3 clusters Score -397006.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 12788 members Entering Unmasked Estep Score: -397013.562500 Penalty: 862.525635 Iteration 50Q: 3 clusters Score -397013.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 12800 members Entering Unmasked Estep Score: -397019.406250 Penalty: 862.525635 Iteration 51Q: 3 clusters Score -397019.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 12807 members Entering Unmasked Estep Score: -397025.343750 Penalty: 862.525635 Iteration 52Q: 3 clusters Score -397025.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 12819 members Entering Unmasked Estep Score: -397032.843750 Penalty: 862.525635 Iteration 53Q: 3 clusters Score -397032.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 12829 members Entering Unmasked Estep Score: -397036.343750 Penalty: 862.525635 Iteration 54Q: 3 clusters Score -397036.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 12839 members Entering Unmasked Estep Score: -397045.000000 Penalty: 862.525635 Iteration 55Q: 3 clusters Score -397045 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 12846 members Entering Unmasked Estep Score: -397049.468750 Penalty: 862.525635 Iteration 56Q: 3 clusters Score -397049.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 12856 members Entering Unmasked Estep Score: -397056.062500 Penalty: 862.525635 Iteration 57Q: 3 clusters Score -397056.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 12867 members Entering Unmasked Estep Score: -397062.687500 Penalty: 862.525635 Iteration 58Q: 3 clusters Score -397062.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 12874 members Entering Unmasked Estep Score: -397070.312500 Penalty: 862.525635 Iteration 59Q: 3 clusters Score -397070.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -397075.531250 Penalty: 862.525635 Iteration 60F: 3 clusters Score -397075.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -397081.812500 Penalty: 862.525635 Iteration 61Q: 3 clusters Score -397081.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -397087.000000 Penalty: 862.525635 Iteration 62Q: 3 clusters Score -397087 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -397089.062500 Penalty: 862.525635 Iteration 63Q: 3 clusters Score -397089.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -397088.875000 Penalty: 862.525635 Iteration 64Q: 3 clusters Score -397088.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 12899 members Entering Unmasked Estep Score: -397088.875000 Penalty: 862.525635 Iteration 65F: 3 clusters Score -397088.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Entering Unmasked Estep Score: -121243.484375 Penalty: 376.875977 Iteration 0F: 2 clusters Score -121243.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -118583.476562 Penalty: 753.751953 Iteration 0F: 3 clusters Score -118583.5 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -119596.625000 Penalty: 753.751953 Iteration 1F: 3 clusters Score -119596.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -119800.937500 Penalty: 753.751953 Iteration 2F: 3 clusters Score -119800.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -119997.992188 Penalty: 753.751953 Iteration 3F: 3 clusters Score -119998 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -120222.500000 Penalty: 753.751953 Iteration 4F: 3 clusters Score -120222.5 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3349 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -120473.593750 Penalty: 753.751953 Iteration 5F: 3 clusters Score -120473.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -120686.117188 Penalty: 753.751953 Iteration 6F: 3 clusters Score -120686.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -120811.867188 Penalty: 753.751953 Iteration 7Q: 3 clusters Score -120811.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3777 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -120886.312500 Penalty: 753.751953 Iteration 8Q: 3 clusters Score -120886.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -120921.484375 Penalty: 753.751953 Iteration 9Q: 3 clusters Score -120921.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -120934.765625 Penalty: 753.751953 Iteration 10Q: 3 clusters Score -120934.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -120939.242188 Penalty: 753.751953 Iteration 11Q: 3 clusters Score -120939.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -120942.460938 Penalty: 753.751953 Iteration 12Q: 3 clusters Score -120942.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -120944.757812 Penalty: 753.751953 Iteration 13Q: 3 clusters Score -120944.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -120946.625000 Penalty: 753.751953 Iteration 14Q: 3 clusters Score -120946.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -120947.843750 Penalty: 753.751953 Iteration 15Q: 3 clusters Score -120947.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -120950.734375 Penalty: 753.751953 Iteration 16Q: 3 clusters Score -120950.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -120953.710938 Penalty: 753.751953 Iteration 17Q: 3 clusters Score -120953.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3846 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -120954.710938 Penalty: 753.751953 Iteration 18Q: 3 clusters Score -120954.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -120954.968750 Penalty: 753.751953 Iteration 19Q: 3 clusters Score -120955 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -120954.968750 Penalty: 753.751953 Iteration 20F: 3 clusters Score -120955 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Entering Unmasked Estep Score: -180478.875000 Penalty: 399.511871 Iteration 0F: 2 clusters Score -180478.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -176167.765625 Penalty: 799.023743 Iteration 0F: 3 clusters Score -176167.8 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -177967.531250 Penalty: 799.023743 Iteration 1F: 3 clusters Score -177967.5 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -178214.578125 Penalty: 799.023743 Iteration 2F: 3 clusters Score -178214.6 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -178499.406250 Penalty: 799.023743 Iteration 3F: 3 clusters Score -178499.4 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -178781.421875 Penalty: 799.023743 Iteration 4F: 3 clusters Score -178781.4 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -179025.250000 Penalty: 799.023743 Iteration 5F: 3 clusters Score -179025.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -179188.265625 Penalty: 799.023743 Iteration 6Q: 3 clusters Score -179188.3 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -179274.437500 Penalty: 799.023743 Iteration 7Q: 3 clusters Score -179274.4 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3952 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -179340.953125 Penalty: 799.023743 Iteration 8Q: 3 clusters Score -179341 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4026 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -179390.703125 Penalty: 799.023743 Iteration 9Q: 3 clusters Score -179390.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -179434.062500 Penalty: 799.023743 Iteration 10Q: 3 clusters Score -179434.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -179479.078125 Penalty: 799.023743 Iteration 11Q: 3 clusters Score -179479.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -179519.203125 Penalty: 799.023743 Iteration 12Q: 3 clusters Score -179519.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4328 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -179547.187500 Penalty: 799.023743 Iteration 13Q: 3 clusters Score -179547.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -179572.406250 Penalty: 799.023743 Iteration 14Q: 3 clusters Score -179572.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4441 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -179593.953125 Penalty: 799.023743 Iteration 15Q: 3 clusters Score -179594 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -179611.984375 Penalty: 799.023743 Iteration 16Q: 3 clusters Score -179612 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -179629.953125 Penalty: 799.023743 Iteration 17Q: 3 clusters Score -179630 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -179650.421875 Penalty: 799.023743 Iteration 18Q: 3 clusters Score -179650.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4681 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -179667.593750 Penalty: 799.023743 Iteration 19Q: 3 clusters Score -179667.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4732 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -179682.656250 Penalty: 799.023743 Iteration 20F: 3 clusters Score -179682.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4786 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -179698.140625 Penalty: 799.023743 Iteration 21Q: 3 clusters Score -179698.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -179715.015625 Penalty: 799.023743 Iteration 22Q: 3 clusters Score -179715 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -179730.515625 Penalty: 799.023743 Iteration 23Q: 3 clusters Score -179730.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -179746.750000 Penalty: 799.023743 Iteration 24Q: 3 clusters Score -179746.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -179770.531250 Penalty: 799.023743 Iteration 25Q: 3 clusters Score -179770.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -179791.890625 Penalty: 799.023743 Iteration 26Q: 3 clusters Score -179791.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -179808.046875 Penalty: 799.023743 Iteration 27Q: 3 clusters Score -179808 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -179824.343750 Penalty: 799.023743 Iteration 28Q: 3 clusters Score -179824.3 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -179840.078125 Penalty: 799.023743 Iteration 29Q: 3 clusters Score -179840.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -179858.343750 Penalty: 799.023743 Iteration 30Q: 3 clusters Score -179858.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -179872.484375 Penalty: 799.023743 Iteration 31Q: 3 clusters Score -179872.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5389 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -179884.140625 Penalty: 799.023743 Iteration 32Q: 3 clusters Score -179884.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -179895.312500 Penalty: 799.023743 Iteration 33Q: 3 clusters Score -179895.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -179904.671875 Penalty: 799.023743 Iteration 34Q: 3 clusters Score -179904.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -179912.406250 Penalty: 799.023743 Iteration 35Q: 3 clusters Score -179912.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -179920.593750 Penalty: 799.023743 Iteration 36Q: 3 clusters Score -179920.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -179924.296875 Penalty: 799.023743 Iteration 37Q: 3 clusters Score -179924.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5565 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -179927.437500 Penalty: 799.023743 Iteration 38Q: 3 clusters Score -179927.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5588 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -179933.031250 Penalty: 799.023743 Iteration 39Q: 3 clusters Score -179933 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -179941.531250 Penalty: 799.023743 Iteration 40F: 3 clusters Score -179941.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5648 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -179951.140625 Penalty: 799.023743 Iteration 41Q: 3 clusters Score -179951.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5679 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -179961.765625 Penalty: 799.023743 Iteration 42Q: 3 clusters Score -179961.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -179969.953125 Penalty: 799.023743 Iteration 43Q: 3 clusters Score -179970 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5734 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -179980.109375 Penalty: 799.023743 Iteration 44Q: 3 clusters Score -179980.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5755 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -179986.390625 Penalty: 799.023743 Iteration 45Q: 3 clusters Score -179986.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -179994.828125 Penalty: 799.023743 Iteration 46Q: 3 clusters Score -179994.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -179999.765625 Penalty: 799.023743 Iteration 47Q: 3 clusters Score -179999.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -180005.906250 Penalty: 799.023743 Iteration 48Q: 3 clusters Score -180005.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -180012.140625 Penalty: 799.023743 Iteration 49Q: 3 clusters Score -180012.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -180015.437500 Penalty: 799.023743 Iteration 50Q: 3 clusters Score -180015.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5875 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -180020.281250 Penalty: 799.023743 Iteration 51Q: 3 clusters Score -180020.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5888 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -180023.453125 Penalty: 799.023743 Iteration 52Q: 3 clusters Score -180023.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5898 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -180026.078125 Penalty: 799.023743 Iteration 53Q: 3 clusters Score -180026.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -180028.015625 Penalty: 799.023743 Iteration 54Q: 3 clusters Score -180028 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -180029.484375 Penalty: 799.023743 Iteration 55Q: 3 clusters Score -180029.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -180031.734375 Penalty: 799.023743 Iteration 56Q: 3 clusters Score -180031.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -180033.390625 Penalty: 799.023743 Iteration 57Q: 3 clusters Score -180033.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -180033.140625 Penalty: 799.023743 Iteration 58Q: 3 clusters Score -180033.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -180033.765625 Penalty: 799.023743 Iteration 59Q: 3 clusters Score -180033.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -180034.515625 Penalty: 799.023743 Iteration 60F: 3 clusters Score -180034.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -180034.781250 Penalty: 799.023743 Iteration 61Q: 3 clusters Score -180034.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5946 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -180036.218750 Penalty: 799.023743 Iteration 62Q: 3 clusters Score -180036.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5952 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -180038.515625 Penalty: 799.023743 Iteration 63Q: 3 clusters Score -180038.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -180040.078125 Penalty: 799.023743 Iteration 64Q: 3 clusters Score -180040.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -180041.515625 Penalty: 799.023743 Iteration 65Q: 3 clusters Score -180041.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -180042.109375 Penalty: 799.023743 Iteration 66Q: 3 clusters Score -180042.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5972 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -180042.421875 Penalty: 799.023743 Iteration 67Q: 3 clusters Score -180042.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -180043.015625 Penalty: 799.023743 Iteration 68Q: 3 clusters Score -180043 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -180043.484375 Penalty: 799.023743 Iteration 69Q: 3 clusters Score -180043.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -180044.421875 Penalty: 799.023743 Iteration 70Q: 3 clusters Score -180044.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -180045.187500 Penalty: 799.023743 Iteration 71Q: 3 clusters Score -180045.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -180045.562500 Penalty: 799.023743 Iteration 72Q: 3 clusters Score -180045.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5995 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -180047.343750 Penalty: 799.023743 Iteration 73Q: 3 clusters Score -180047.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -180048.953125 Penalty: 799.023743 Iteration 74Q: 3 clusters Score -180049 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6009 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -180050.953125 Penalty: 799.023743 Iteration 75Q: 3 clusters Score -180051 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -180052.031250 Penalty: 799.023743 Iteration 76Q: 3 clusters Score -180052 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -180053.125000 Penalty: 799.023743 Iteration 77Q: 3 clusters Score -180053.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -180054.187500 Penalty: 799.023743 Iteration 78Q: 3 clusters Score -180054.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -180054.609375 Penalty: 799.023743 Iteration 79Q: 3 clusters Score -180054.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -180055.359375 Penalty: 799.023743 Iteration 80F: 3 clusters Score -180055.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6040 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -180055.953125 Penalty: 799.023743 Iteration 81Q: 3 clusters Score -180056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6041 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -180056.859375 Penalty: 799.023743 Iteration 82Q: 3 clusters Score -180056.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -180058.421875 Penalty: 799.023743 Iteration 83Q: 3 clusters Score -180058.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6048 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -180059.484375 Penalty: 799.023743 Iteration 84Q: 3 clusters Score -180059.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -180060.406250 Penalty: 799.023743 Iteration 85Q: 3 clusters Score -180060.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -180061.625000 Penalty: 799.023743 Iteration 86Q: 3 clusters Score -180061.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6059 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -180062.000000 Penalty: 799.023743 Iteration 87Q: 3 clusters Score -180062 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6061 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -180062.890625 Penalty: 799.023743 Iteration 88Q: 3 clusters Score -180062.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6063 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -180062.828125 Penalty: 799.023743 Iteration 89Q: 3 clusters Score -180062.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -180062.953125 Penalty: 799.023743 Iteration 90Q: 3 clusters Score -180063 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6064 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -180062.953125 Penalty: 799.023743 Iteration 91F: 3 clusters Score -180063 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Entering Unmasked Estep Score: -12227.714844 Penalty: 295.534576 Iteration 0F: 2 clusters Score -12227.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -11663.872070 Penalty: 591.069153 Iteration 0F: 3 clusters Score -11663.87 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -11974.811523 Penalty: 591.069153 Iteration 1F: 3 clusters Score -11974.81 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -12079.816406 Penalty: 591.069153 Iteration 2F: 3 clusters Score -12079.82 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -12150.907227 Penalty: 591.069153 Iteration 3F: 3 clusters Score -12150.91 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -12198.391602 Penalty: 591.069153 Iteration 4F: 3 clusters Score -12198.39 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -12234.764648 Penalty: 591.069153 Iteration 5Q: 3 clusters Score -12234.76 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -12259.624023 Penalty: 591.069153 Iteration 6Q: 3 clusters Score -12259.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -12276.997070 Penalty: 591.069153 Iteration 7Q: 3 clusters Score -12277 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -12291.840820 Penalty: 591.069153 Iteration 8Q: 3 clusters Score -12291.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -12310.900391 Penalty: 591.069153 Iteration 9Q: 3 clusters Score -12310.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -12331.410156 Penalty: 591.069153 Iteration 10Q: 3 clusters Score -12331.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -12339.189453 Penalty: 591.069153 Iteration 11Q: 3 clusters Score -12339.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -12347.250000 Penalty: 591.069153 Iteration 12Q: 3 clusters Score -12347.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -12355.865234 Penalty: 591.069153 Iteration 13Q: 3 clusters Score -12355.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -12356.526367 Penalty: 591.069153 Iteration 14Q: 3 clusters Score -12356.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -12356.867188 Penalty: 591.069153 Iteration 15Q: 3 clusters Score -12356.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -12357.480469 Penalty: 591.069153 Iteration 16Q: 3 clusters Score -12357.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -12357.480469 Penalty: 591.069153 Iteration 17F: 3 clusters Score -12357.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222051 members Mstep: Class 2 contains 13978 members Mstep: Class 3 contains 1993 members Mstep: Class 4 contains 5938 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4808 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 10612 members Mstep: Class 9 contains 4786 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7161 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 272 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20738 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 169 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Mstep: Class 29 contains 2150 members Mstep: Class 30 contains 445 members Mstep: Class 31 contains 362 members Mstep: Class 32 contains 493 members Entering Unmasked Estep Score: -9337884.000000 Penalty: 18554.294922 Splitting cluster 25 changes total score from -9337760.000000 to -9337884.000000 So it's getting split into cluster 32. Entering ConstructFrom: Trying to split cluster 26 (882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Entering Unmasked Estep Score: -19541.412109 Penalty: 308.589752 Iteration 0F: 2 clusters Score -19541.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -18806.435547 Penalty: 617.179504 Iteration 0F: 3 clusters Score -18806.44 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19031.611328 Penalty: 617.179504 Iteration 1F: 3 clusters Score -19031.61 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -19104.125000 Penalty: 617.179504 Iteration 2F: 3 clusters Score -19104.12 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -19129.990234 Penalty: 617.179504 Iteration 3F: 3 clusters Score -19129.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -19143.841797 Penalty: 617.179504 Iteration 4Q: 3 clusters Score -19143.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -19153.589844 Penalty: 617.179504 Iteration 5Q: 3 clusters Score -19153.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -19160.046875 Penalty: 617.179504 Iteration 6Q: 3 clusters Score -19160.05 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -19168.361328 Penalty: 617.179504 Iteration 7Q: 3 clusters Score -19168.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -19182.531250 Penalty: 617.179504 Iteration 8Q: 3 clusters Score -19182.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19191.566406 Penalty: 617.179504 Iteration 9Q: 3 clusters Score -19191.57 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -19198.669922 Penalty: 617.179504 Iteration 10Q: 3 clusters Score -19198.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -19202.097656 Penalty: 617.179504 Iteration 11Q: 3 clusters Score -19202.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -19204.580078 Penalty: 617.179504 Iteration 12Q: 3 clusters Score -19204.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -19208.566406 Penalty: 617.179504 Iteration 13Q: 3 clusters Score -19208.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -19210.166016 Penalty: 617.179504 Iteration 14Q: 3 clusters Score -19210.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -19211.716797 Penalty: 617.179504 Iteration 15Q: 3 clusters Score -19211.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -19214.558594 Penalty: 617.179504 Iteration 16Q: 3 clusters Score -19214.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -19216.146484 Penalty: 617.179504 Iteration 17Q: 3 clusters Score -19216.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -19216.640625 Penalty: 617.179504 Iteration 18Q: 3 clusters Score -19216.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -19217.214844 Penalty: 617.179504 Iteration 19Q: 3 clusters Score -19217.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -19218.091797 Penalty: 617.179504 Iteration 20F: 3 clusters Score -19218.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (716 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Entering Unmasked Estep Score: -19361.214844 Penalty: 299.102448 Iteration 0F: 2 clusters Score -19361.21 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 371 members Entering Unmasked Estep Score: -18754.580078 Penalty: 598.204895 Iteration 0F: 3 clusters Score -18754.58 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -18916.044922 Penalty: 598.204895 Iteration 1F: 3 clusters Score -18916.04 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -18950.636719 Penalty: 598.204895 Iteration 2F: 3 clusters Score -18950.64 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -18968.673828 Penalty: 598.204895 Iteration 3Q: 3 clusters Score -18968.67 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -18980.607422 Penalty: 598.204895 Iteration 4Q: 3 clusters Score -18980.61 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -18989.078125 Penalty: 598.204895 Iteration 5Q: 3 clusters Score -18989.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -18996.380859 Penalty: 598.204895 Iteration 6Q: 3 clusters Score -18996.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -19000.587891 Penalty: 598.204895 Iteration 7Q: 3 clusters Score -19000.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -19004.310547 Penalty: 598.204895 Iteration 8Q: 3 clusters Score -19004.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -19007.830078 Penalty: 598.204895 Iteration 9Q: 3 clusters Score -19007.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -19012.298828 Penalty: 598.204895 Iteration 10Q: 3 clusters Score -19012.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -19015.109375 Penalty: 598.204895 Iteration 11Q: 3 clusters Score -19015.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -19018.390625 Penalty: 598.204895 Iteration 12Q: 3 clusters Score -19018.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -19023.525391 Penalty: 598.204895 Iteration 13Q: 3 clusters Score -19023.53 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -19031.130859 Penalty: 598.204895 Iteration 14Q: 3 clusters Score -19031.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -19035.306641 Penalty: 598.204895 Iteration 15Q: 3 clusters Score -19035.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -19037.269531 Penalty: 598.204895 Iteration 16Q: 3 clusters Score -19037.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19038.693359 Penalty: 598.204895 Iteration 17Q: 3 clusters Score -19038.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -19039.177734 Penalty: 598.204895 Iteration 18Q: 3 clusters Score -19039.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -19039.177734 Penalty: 598.204895 Iteration 19F: 3 clusters Score -19039.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Entering Unmasked Estep Score: -44652.664062 Penalty: 334.360718 Iteration 0F: 2 clusters Score -44652.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -43481.558594 Penalty: 668.721436 Iteration 0F: 3 clusters Score -43481.56 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -43906.882812 Penalty: 668.721436 Iteration 1F: 3 clusters Score -43906.88 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -43998.773438 Penalty: 668.721436 Iteration 2F: 3 clusters Score -43998.77 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -44062.488281 Penalty: 668.721436 Iteration 3F: 3 clusters Score -44062.49 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -44137.679688 Penalty: 668.721436 Iteration 4F: 3 clusters Score -44137.68 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -44191.109375 Penalty: 668.721436 Iteration 5Q: 3 clusters Score -44191.11 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -44249.453125 Penalty: 668.721436 Iteration 6Q: 3 clusters Score -44249.45 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -44297.527344 Penalty: 668.721436 Iteration 7Q: 3 clusters Score -44297.53 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -44326.609375 Penalty: 668.721436 Iteration 8Q: 3 clusters Score -44326.61 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -44344.167969 Penalty: 668.721436 Iteration 9Q: 3 clusters Score -44344.17 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -44354.839844 Penalty: 668.721436 Iteration 10Q: 3 clusters Score -44354.84 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -44366.984375 Penalty: 668.721436 Iteration 11Q: 3 clusters Score -44366.98 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -44374.062500 Penalty: 668.721436 Iteration 12Q: 3 clusters Score -44374.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -44382.972656 Penalty: 668.721436 Iteration 13Q: 3 clusters Score -44382.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -44388.085938 Penalty: 668.721436 Iteration 14Q: 3 clusters Score -44388.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -44391.617188 Penalty: 668.721436 Iteration 15Q: 3 clusters Score -44391.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -44393.136719 Penalty: 668.721436 Iteration 16Q: 3 clusters Score -44393.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -44394.152344 Penalty: 668.721436 Iteration 17Q: 3 clusters Score -44394.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -44395.109375 Penalty: 668.721436 Iteration 18Q: 3 clusters Score -44395.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -44395.292969 Penalty: 668.721436 Iteration 19Q: 3 clusters Score -44395.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -44395.292969 Penalty: 668.721436 Iteration 20F: 3 clusters Score -44395.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 222051 members Mstep: Class 2 contains 13978 members Mstep: Class 3 contains 1993 members Mstep: Class 4 contains 5938 members Mstep: Class 5 contains 977 members Mstep: Class 6 contains 4808 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 10612 members Mstep: Class 9 contains 4786 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7161 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 397 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 272 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20738 members Mstep: Class 21 contains 1289 members Mstep: Class 22 contains 13073 members Mstep: Class 23 contains 3956 members Mstep: Class 24 contains 6506 members Mstep: Class 25 contains 169 members Mstep: Class 26 contains 882 members Mstep: Class 27 contains 716 members Mstep: Class 28 contains 1554 members Entering Unmasked Estep ConsiderDeletion Score: -9338077.000000 Penalty: 18554.294922 Iteration 119Q: 33 clusters Score -9338077 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 222056 members Mstep: Class 2 contains 13974 members Mstep: Class 3 contains 2017 members Mstep: Class 4 contains 5940 members Mstep: Class 5 contains 997 members Mstep: Class 6 contains 4808 members Mstep: Class 7 contains 1863 members Mstep: Class 8 contains 10618 members Mstep: Class 9 contains 4789 members Mstep: Class 10 contains 1323 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2112 members Mstep: Class 13 contains 7161 members Mstep: Class 14 contains 3020 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 401 members Mstep: Class 17 contains 1807 members Mstep: Class 18 contains 280 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20739 members Mstep: Class 21 contains 1288 members Mstep: Class 22 contains 13071 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6507 members Mstep: Class 25 contains 200 members Mstep: Class 26 contains 884 members Mstep: Class 27 contains 720 members Mstep: Class 28 contains 1555 members Mstep: Class 29 contains 2092 members Mstep: Class 30 contains 443 members Mstep: Class 31 contains 341 members Mstep: Class 32 contains 473 members Entering Unmasked Estep ConsiderDeletion Score: -9338254.000000 Penalty: 18554.294922 Iteration 120F: 33 clusters Score -9338254 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 222055 members Mstep: Class 2 contains 13970 members Mstep: Class 3 contains 2016 members Mstep: Class 4 contains 5944 members Mstep: Class 5 contains 1009 members Mstep: Class 6 contains 4807 members Mstep: Class 7 contains 1860 members Mstep: Class 8 contains 10604 members Mstep: Class 9 contains 4783 members Mstep: Class 10 contains 1322 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2111 members Mstep: Class 13 contains 7160 members Mstep: Class 14 contains 3019 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 1802 members Mstep: Class 18 contains 280 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20734 members Mstep: Class 21 contains 1286 members Mstep: Class 22 contains 13070 members Mstep: Class 23 contains 3955 members Mstep: Class 24 contains 6489 members Mstep: Class 25 contains 201 members Mstep: Class 26 contains 886 members Mstep: Class 27 contains 723 members Mstep: Class 28 contains 1557 members Mstep: Class 29 contains 2082 members Mstep: Class 30 contains 455 members Mstep: Class 31 contains 352 members Mstep: Class 32 contains 498 members Entering Unmasked Estep ConsiderDeletion Score: -9338331.000000 Penalty: 18554.294922 Iteration 121Q: 33 clusters Score -9338331 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222057 members Mstep: Class 2 contains 13967 members Mstep: Class 3 contains 2022 members Mstep: Class 4 contains 5948 members Mstep: Class 5 contains 1016 members Mstep: Class 6 contains 4806 members Mstep: Class 7 contains 1858 members Mstep: Class 8 contains 10597 members Mstep: Class 9 contains 4781 members Mstep: Class 10 contains 1323 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2106 members Mstep: Class 13 contains 7158 members Mstep: Class 14 contains 3013 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 1799 members Mstep: Class 18 contains 280 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20730 members Mstep: Class 21 contains 1285 members Mstep: Class 22 contains 13070 members Mstep: Class 23 contains 3958 members Mstep: Class 24 contains 6481 members Mstep: Class 25 contains 207 members Mstep: Class 26 contains 891 members Mstep: Class 27 contains 723 members Mstep: Class 28 contains 1560 members Mstep: Class 29 contains 2074 members Mstep: Class 30 contains 458 members Mstep: Class 31 contains 353 members Mstep: Class 32 contains 511 members Entering Unmasked Estep ConsiderDeletion Score: -9338348.000000 Penalty: 18554.294922 Iteration 122Q: 33 clusters Score -9338348 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222060 members Mstep: Class 2 contains 13966 members Mstep: Class 3 contains 2024 members Mstep: Class 4 contains 5953 members Mstep: Class 5 contains 1022 members Mstep: Class 6 contains 4805 members Mstep: Class 7 contains 1855 members Mstep: Class 8 contains 10594 members Mstep: Class 9 contains 4779 members Mstep: Class 10 contains 1325 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2106 members Mstep: Class 13 contains 7158 members Mstep: Class 14 contains 3011 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 404 members Mstep: Class 17 contains 1804 members Mstep: Class 18 contains 280 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20728 members Mstep: Class 21 contains 1285 members Mstep: Class 22 contains 13071 members Mstep: Class 23 contains 3961 members Mstep: Class 24 contains 6474 members Mstep: Class 25 contains 205 members Mstep: Class 26 contains 892 members Mstep: Class 27 contains 720 members Mstep: Class 28 contains 1561 members Mstep: Class 29 contains 2066 members Mstep: Class 30 contains 460 members Mstep: Class 31 contains 350 members Mstep: Class 32 contains 518 members Entering Unmasked Estep ConsiderDeletion Score: -9338359.000000 Penalty: 18554.294922 Iteration 123Q: 33 clusters Score -9338359 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222059 members Mstep: Class 2 contains 13965 members Mstep: Class 3 contains 2026 members Mstep: Class 4 contains 5960 members Mstep: Class 5 contains 1033 members Mstep: Class 6 contains 4803 members Mstep: Class 7 contains 1855 members Mstep: Class 8 contains 10582 members Mstep: Class 9 contains 4778 members Mstep: Class 10 contains 1326 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2107 members Mstep: Class 13 contains 7158 members Mstep: Class 14 contains 3007 members Mstep: Class 15 contains 1046 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 1814 members Mstep: Class 18 contains 278 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20725 members Mstep: Class 21 contains 1285 members Mstep: Class 22 contains 13072 members Mstep: Class 23 contains 3962 members Mstep: Class 24 contains 6465 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 893 members Mstep: Class 27 contains 718 members Mstep: Class 28 contains 1562 members Mstep: Class 29 contains 2063 members Mstep: Class 30 contains 461 members Mstep: Class 31 contains 348 members Mstep: Class 32 contains 521 members Entering Unmasked Estep ConsiderDeletion Score: -9338361.000000 Penalty: 18554.294922 Iteration 124Q: 33 clusters Score -9338361 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222057 members Mstep: Class 2 contains 13966 members Mstep: Class 3 contains 2023 members Mstep: Class 4 contains 5974 members Mstep: Class 5 contains 1042 members Mstep: Class 6 contains 4800 members Mstep: Class 7 contains 1854 members Mstep: Class 8 contains 10576 members Mstep: Class 9 contains 4779 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2109 members Mstep: Class 13 contains 7159 members Mstep: Class 14 contains 3006 members Mstep: Class 15 contains 1048 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 1821 members Mstep: Class 18 contains 279 members Mstep: Class 19 contains 3484 members Mstep: Class 20 contains 20713 members Mstep: Class 21 contains 1285 members Mstep: Class 22 contains 13070 members Mstep: Class 23 contains 3963 members Mstep: Class 24 contains 6463 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 893 members Mstep: Class 27 contains 714 members Mstep: Class 28 contains 1562 members Mstep: Class 29 contains 2061 members Mstep: Class 30 contains 462 members Mstep: Class 31 contains 345 members Mstep: Class 32 contains 524 members Entering Unmasked Estep ConsiderDeletion Score: -9338376.000000 Penalty: 18554.294922 Iteration 125Q: 33 clusters Score -9338376 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222054 members Mstep: Class 2 contains 13965 members Mstep: Class 3 contains 2023 members Mstep: Class 4 contains 5987 members Mstep: Class 5 contains 1050 members Mstep: Class 6 contains 4798 members Mstep: Class 7 contains 1856 members Mstep: Class 8 contains 10570 members Mstep: Class 9 contains 4779 members Mstep: Class 10 contains 1323 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2109 members Mstep: Class 13 contains 7158 members Mstep: Class 14 contains 3006 members Mstep: Class 15 contains 1048 members Mstep: Class 16 contains 405 members Mstep: Class 17 contains 1824 members Mstep: Class 18 contains 280 members Mstep: Class 19 contains 3483 members Mstep: Class 20 contains 20708 members Mstep: Class 21 contains 1284 members Mstep: Class 22 contains 13067 members Mstep: Class 23 contains 3963 members Mstep: Class 24 contains 6463 members Mstep: Class 25 contains 205 members Mstep: Class 26 contains 896 members Mstep: Class 27 contains 713 members Mstep: Class 28 contains 1562 members Mstep: Class 29 contains 2059 members Mstep: Class 30 contains 462 members Mstep: Class 31 contains 343 members Mstep: Class 32 contains 524 members Entering Unmasked Estep ConsiderDeletion Score: -9338359.000000 Penalty: 18554.294922 Iteration 126Q: 33 clusters Score -9338359 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222053 members Mstep: Class 2 contains 13964 members Mstep: Class 3 contains 2023 members Mstep: Class 4 contains 5997 members Mstep: Class 5 contains 1056 members Mstep: Class 6 contains 4794 members Mstep: Class 7 contains 1857 members Mstep: Class 8 contains 10566 members Mstep: Class 9 contains 4776 members Mstep: Class 10 contains 1323 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7157 members Mstep: Class 14 contains 3006 members Mstep: Class 15 contains 1048 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1826 members Mstep: Class 18 contains 282 members Mstep: Class 19 contains 3482 members Mstep: Class 20 contains 20701 members Mstep: Class 21 contains 1285 members Mstep: Class 22 contains 13066 members Mstep: Class 23 contains 3963 members Mstep: Class 24 contains 6461 members Mstep: Class 25 contains 205 members Mstep: Class 26 contains 898 members Mstep: Class 27 contains 714 members Mstep: Class 28 contains 1565 members Mstep: Class 29 contains 2056 members Mstep: Class 30 contains 463 members Mstep: Class 31 contains 340 members Mstep: Class 32 contains 526 members Entering Unmasked Estep ConsiderDeletion Score: -9338379.000000 Penalty: 18554.294922 Iteration 127Q: 33 clusters Score -9338379 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222047 members Mstep: Class 2 contains 13964 members Mstep: Class 3 contains 2023 members Mstep: Class 4 contains 6011 members Mstep: Class 5 contains 1063 members Mstep: Class 6 contains 4786 members Mstep: Class 7 contains 1858 members Mstep: Class 8 contains 10559 members Mstep: Class 9 contains 4776 members Mstep: Class 10 contains 1324 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2109 members Mstep: Class 13 contains 7155 members Mstep: Class 14 contains 3007 members Mstep: Class 15 contains 1051 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1831 members Mstep: Class 18 contains 284 members Mstep: Class 19 contains 3481 members Mstep: Class 20 contains 20695 members Mstep: Class 21 contains 1285 members Mstep: Class 22 contains 13064 members Mstep: Class 23 contains 3963 members Mstep: Class 24 contains 6460 members Mstep: Class 25 contains 205 members Mstep: Class 26 contains 900 members Mstep: Class 27 contains 711 members Mstep: Class 28 contains 1566 members Mstep: Class 29 contains 2055 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 339 members Mstep: Class 32 contains 525 members Entering Unmasked Estep ConsiderDeletion Score: -9338397.000000 Penalty: 18554.294922 Iteration 128Q: 33 clusters Score -9338397 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222045 members Mstep: Class 2 contains 13966 members Mstep: Class 3 contains 2026 members Mstep: Class 4 contains 6019 members Mstep: Class 5 contains 1066 members Mstep: Class 6 contains 4780 members Mstep: Class 7 contains 1861 members Mstep: Class 8 contains 10556 members Mstep: Class 9 contains 4772 members Mstep: Class 10 contains 1326 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7153 members Mstep: Class 14 contains 3007 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1837 members Mstep: Class 18 contains 285 members Mstep: Class 19 contains 3481 members Mstep: Class 20 contains 20689 members Mstep: Class 21 contains 1284 members Mstep: Class 22 contains 13063 members Mstep: Class 23 contains 3963 members Mstep: Class 24 contains 6460 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 904 members Mstep: Class 27 contains 708 members Mstep: Class 28 contains 1567 members Mstep: Class 29 contains 2052 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 338 members Mstep: Class 32 contains 522 members Entering Unmasked Estep ConsiderDeletion Score: -9338409.000000 Penalty: 18554.294922 Iteration 129Q: 33 clusters Score -9338409 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222044 members Mstep: Class 2 contains 13966 members Mstep: Class 3 contains 2027 members Mstep: Class 4 contains 6026 members Mstep: Class 5 contains 1069 members Mstep: Class 6 contains 4774 members Mstep: Class 7 contains 1862 members Mstep: Class 8 contains 10554 members Mstep: Class 9 contains 4769 members Mstep: Class 10 contains 1326 members Mstep: Class 11 contains 2289 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7152 members Mstep: Class 14 contains 3007 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1846 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3481 members Mstep: Class 20 contains 20691 members Mstep: Class 21 contains 1284 members Mstep: Class 22 contains 13060 members Mstep: Class 23 contains 3963 members Mstep: Class 24 contains 6454 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 907 members Mstep: Class 27 contains 707 members Mstep: Class 28 contains 1568 members Mstep: Class 29 contains 2050 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 337 members Mstep: Class 32 contains 520 members Entering Unmasked Estep ConsiderDeletion Score: -9338412.000000 Penalty: 18554.294922 Iteration 130Q: 33 clusters Score -9338412 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222043 members Mstep: Class 2 contains 13966 members Mstep: Class 3 contains 2029 members Mstep: Class 4 contains 6038 members Mstep: Class 5 contains 1071 members Mstep: Class 6 contains 4769 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10551 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1326 members Mstep: Class 11 contains 2288 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3007 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1854 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20691 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13057 members Mstep: Class 23 contains 3963 members Mstep: Class 24 contains 6450 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 907 members Mstep: Class 27 contains 706 members Mstep: Class 28 contains 1568 members Mstep: Class 29 contains 2049 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 337 members Mstep: Class 32 contains 518 members Entering Unmasked Estep ConsiderDeletion Score: -9338406.000000 Penalty: 18554.294922 Iteration 131Q: 33 clusters Score -9338406 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222044 members Mstep: Class 2 contains 13964 members Mstep: Class 3 contains 2030 members Mstep: Class 4 contains 6053 members Mstep: Class 5 contains 1071 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1866 members Mstep: Class 8 contains 10552 members Mstep: Class 9 contains 4769 members Mstep: Class 10 contains 1326 members Mstep: Class 11 contains 2287 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3007 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1861 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20681 members Mstep: Class 21 contains 1280 members Mstep: Class 22 contains 13057 members Mstep: Class 23 contains 3962 members Mstep: Class 24 contains 6444 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 703 members Mstep: Class 28 contains 1569 members Mstep: Class 29 contains 2047 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 337 members Mstep: Class 32 contains 517 members Entering Unmasked Estep ConsiderDeletion Score: -9338387.000000 Penalty: 18554.294922 Iteration 132Q: 33 clusters Score -9338387 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222045 members Mstep: Class 2 contains 13964 members Mstep: Class 3 contains 2030 members Mstep: Class 4 contains 6070 members Mstep: Class 5 contains 1071 members Mstep: Class 6 contains 4768 members Mstep: Class 7 contains 1866 members Mstep: Class 8 contains 10553 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1327 members Mstep: Class 11 contains 2286 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7151 members Mstep: Class 14 contains 3006 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1867 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20663 members Mstep: Class 21 contains 1281 members Mstep: Class 22 contains 13058 members Mstep: Class 23 contains 3963 members Mstep: Class 24 contains 6439 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 908 members Mstep: Class 27 contains 702 members Mstep: Class 28 contains 1570 members Mstep: Class 29 contains 2046 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 337 members Mstep: Class 32 contains 514 members Entering Unmasked Estep ConsiderDeletion Score: -9338397.000000 Penalty: 18554.294922 Iteration 133Q: 33 clusters Score -9338397 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222047 members Mstep: Class 2 contains 13963 members Mstep: Class 3 contains 2032 members Mstep: Class 4 contains 6080 members Mstep: Class 5 contains 1071 members Mstep: Class 6 contains 4768 members Mstep: Class 7 contains 1865 members Mstep: Class 8 contains 10552 members Mstep: Class 9 contains 4766 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3004 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1875 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20657 members Mstep: Class 21 contains 1281 members Mstep: Class 22 contains 13056 members Mstep: Class 23 contains 3964 members Mstep: Class 24 contains 6432 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 909 members Mstep: Class 27 contains 699 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2045 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 337 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338394.000000 Penalty: 18554.294922 Iteration 134Q: 33 clusters Score -9338394 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6086 members Mstep: Class 5 contains 1072 members Mstep: Class 6 contains 4768 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10551 members Mstep: Class 9 contains 4766 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20654 members Mstep: Class 21 contains 1281 members Mstep: Class 22 contains 13056 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6430 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 909 members Mstep: Class 27 contains 697 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 337 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338395.000000 Penalty: 18554.294922 Iteration 135Q: 33 clusters Score -9338395 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6093 members Mstep: Class 5 contains 1073 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10550 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1879 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20649 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13054 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6430 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 909 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338386.000000 Penalty: 18554.294922 Iteration 136Q: 33 clusters Score -9338386 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6097 members Mstep: Class 5 contains 1075 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10548 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20645 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13053 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 910 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338396.000000 Penalty: 18554.294922 Iteration 137Q: 33 clusters Score -9338396 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1077 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10546 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20643 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13052 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338394.000000 Penalty: 18554.294922 Iteration 138Q: 33 clusters Score -9338394 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1080 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10543 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20644 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13051 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338397.000000 Penalty: 18554.294922 Iteration 139Q: 33 clusters Score -9338397 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1085 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10538 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20644 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13051 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338400.000000 Penalty: 18554.294922 Iteration 140F: 33 clusters Score -9338400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1089 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10534 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20644 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13051 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338394.000000 Penalty: 18554.294922 Iteration 141Q: 33 clusters Score -9338394 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1092 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10531 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20644 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13051 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338397.000000 Penalty: 18554.294922 Iteration 142Q: 33 clusters Score -9338397 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2033 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1094 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10529 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20644 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13051 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338394.000000 Penalty: 18554.294922 Iteration 143Q: 33 clusters Score -9338394 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2032 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1094 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10530 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20644 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13051 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338393.000000 Penalty: 18554.294922 Iteration 144Q: 33 clusters Score -9338393 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2032 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1094 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10530 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 1328 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20644 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13051 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Entering Unmasked Estep ConsiderDeletion Score: -9338393.000000 Penalty: 18554.294922 Iteration 145F: 33 clusters Score -9338393 nChanged 0 Entering ConstructFrom: Score: -9338393.000000 Penalty: 18554.294922 Entering ConstructFrom: Trying to split cluster 1 (222048 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222048 members Entering Unmasked Estep Score: -6417297.500000 Penalty: 560.134521 Iteration 0F: 2 clusters Score -6417298 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111314 members Mstep: Class 2 contains 110734 members Entering Unmasked Estep Score: -6266247.500000 Penalty: 1120.269043 Iteration 0F: 3 clusters Score -6266248 nChanged 109204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125594 members Mstep: Class 2 contains 96454 members Entering Unmasked Estep Score: -6337288.500000 Penalty: 1120.269043 Iteration 1F: 3 clusters Score -6337288 nChanged 13165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135601 members Mstep: Class 2 contains 86447 members Entering Unmasked Estep Score: -6344352.500000 Penalty: 1120.269043 Iteration 2F: 3 clusters Score -6344352 nChanged 15349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148240 members Mstep: Class 2 contains 73808 members Entering Unmasked Estep Score: -6354628.500000 Penalty: 1120.269043 Iteration 3F: 3 clusters Score -6354628 nChanged 16359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162021 members Mstep: Class 2 contains 60027 members Entering Unmasked Estep Score: -6367301.500000 Penalty: 1120.269043 Iteration 4F: 3 clusters Score -6367302 nChanged 14987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174860 members Mstep: Class 2 contains 47188 members Entering Unmasked Estep Score: -6379771.000000 Penalty: 1120.269043 Iteration 5F: 3 clusters Score -6379771 nChanged 12040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185290 members Mstep: Class 2 contains 36758 members Entering Unmasked Estep Score: -6390046.000000 Penalty: 1120.269043 Iteration 6F: 3 clusters Score -6390046 nChanged 8572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192978 members Mstep: Class 2 contains 29070 members Entering Unmasked Estep Score: -6396932.000000 Penalty: 1120.269043 Iteration 7Q: 3 clusters Score -6396932 nChanged 6209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198837 members Mstep: Class 2 contains 23211 members Entering Unmasked Estep Score: -6401335.500000 Penalty: 1120.269043 Iteration 8Q: 3 clusters Score -6401336 nChanged 4828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203619 members Mstep: Class 2 contains 18429 members Entering Unmasked Estep Score: -6404609.000000 Penalty: 1120.269043 Iteration 9Q: 3 clusters Score -6404609 nChanged 4187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207800 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -6407311.500000 Penalty: 1120.269043 Iteration 10Q: 3 clusters Score -6407312 nChanged 3491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211291 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -6409677.500000 Penalty: 1120.269043 Iteration 11Q: 3 clusters Score -6409678 nChanged 2806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214097 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -6411531.000000 Penalty: 1120.269043 Iteration 12Q: 3 clusters Score -6411531 nChanged 2196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216293 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -6412999.000000 Penalty: 1120.269043 Iteration 13Q: 3 clusters Score -6412999 nChanged 1777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218070 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -6414248.000000 Penalty: 1120.269043 Iteration 14Q: 3 clusters Score -6414248 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219347 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -6415145.000000 Penalty: 1120.269043 Iteration 15Q: 3 clusters Score -6415145 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220242 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -6415769.500000 Penalty: 1120.269043 Iteration 16Q: 3 clusters Score -6415770 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220851 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -6416155.500000 Penalty: 1120.269043 Iteration 17Q: 3 clusters Score -6416156 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221219 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -6416377.500000 Penalty: 1120.269043 Iteration 18Q: 3 clusters Score -6416378 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221450 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -6416536.500000 Penalty: 1120.269043 Iteration 19Q: 3 clusters Score -6416536 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221613 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -6416619.000000 Penalty: 1120.269043 Iteration 20F: 3 clusters Score -6416619 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221716 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -6416693.000000 Penalty: 1120.269043 Iteration 21Q: 3 clusters Score -6416693 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221788 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -6416732.000000 Penalty: 1120.269043 Iteration 22Q: 3 clusters Score -6416732 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221834 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -6416757.000000 Penalty: 1120.269043 Iteration 23Q: 3 clusters Score -6416757 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221862 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -6416784.500000 Penalty: 1120.269043 Iteration 24Q: 3 clusters Score -6416784 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221881 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -6416806.000000 Penalty: 1120.269043 Iteration 25Q: 3 clusters Score -6416806 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221892 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -6416806.000000 Penalty: 1120.269043 Iteration 26Q: 3 clusters Score -6416806 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221893 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -6416813.000000 Penalty: 1120.269043 Iteration 27Q: 3 clusters Score -6416813 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221897 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -6416816.500000 Penalty: 1120.269043 Iteration 28Q: 3 clusters Score -6416816 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221900 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -6416825.000000 Penalty: 1120.269043 Iteration 29Q: 3 clusters Score -6416825 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221904 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -6416823.500000 Penalty: 1120.269043 Iteration 30Q: 3 clusters Score -6416824 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221905 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -6416825.500000 Penalty: 1120.269043 Iteration 31Q: 3 clusters Score -6416826 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221908 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -6416827.000000 Penalty: 1120.269043 Iteration 32Q: 3 clusters Score -6416827 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221913 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -6416833.500000 Penalty: 1120.269043 Iteration 33Q: 3 clusters Score -6416834 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221916 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6416833.500000 Penalty: 1120.269043 Iteration 34Q: 3 clusters Score -6416834 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221916 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6416837.000000 Penalty: 1120.269043 Iteration 35Q: 3 clusters Score -6416837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221918 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -6416833.000000 Penalty: 1120.269043 Iteration 36Q: 3 clusters Score -6416833 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221920 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6416832.500000 Penalty: 1120.269043 Iteration 37Q: 3 clusters Score -6416832 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221923 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -6416840.500000 Penalty: 1120.269043 Iteration 38Q: 3 clusters Score -6416840 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221923 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -6416842.500000 Penalty: 1120.269043 Iteration 39Q: 3 clusters Score -6416842 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221924 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -6416845.000000 Penalty: 1120.269043 Iteration 40F: 3 clusters Score -6416845 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221926 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -6416847.000000 Penalty: 1120.269043 Iteration 41Q: 3 clusters Score -6416847 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221926 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -6416847.000000 Penalty: 1120.269043 Iteration 42F: 3 clusters Score -6416847 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13962 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Entering Unmasked Estep Score: -418809.250000 Penalty: 434.256317 Iteration 0F: 2 clusters Score -418809.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -409450.343750 Penalty: 868.512634 Iteration 0F: 3 clusters Score -409450.3 nChanged 6614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -413774.968750 Penalty: 868.512634 Iteration 1F: 3 clusters Score -413775 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5001 members Mstep: Class 2 contains 8961 members Entering Unmasked Estep Score: -414569.687500 Penalty: 868.512634 Iteration 2F: 3 clusters Score -414569.7 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -415498.937500 Penalty: 868.512634 Iteration 3F: 3 clusters Score -415498.9 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 10402 members Entering Unmasked Estep Score: -416425.375000 Penalty: 868.512634 Iteration 4F: 3 clusters Score -416425.4 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -417100.687500 Penalty: 868.512634 Iteration 5F: 3 clusters Score -417100.7 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 11429 members Entering Unmasked Estep Score: -417549.125000 Penalty: 868.512634 Iteration 6Q: 3 clusters Score -417549.1 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -417849.625000 Penalty: 868.512634 Iteration 7Q: 3 clusters Score -417849.6 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 11985 members Entering Unmasked Estep Score: -418052.281250 Penalty: 868.512634 Iteration 8Q: 3 clusters Score -418052.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 12152 members Entering Unmasked Estep Score: -418169.125000 Penalty: 868.512634 Iteration 9Q: 3 clusters Score -418169.1 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 12288 members Entering Unmasked Estep Score: -418242.531250 Penalty: 868.512634 Iteration 10Q: 3 clusters Score -418242.5 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -418291.937500 Penalty: 868.512634 Iteration 11Q: 3 clusters Score -418291.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 12507 members Entering Unmasked Estep Score: -418338.968750 Penalty: 868.512634 Iteration 12Q: 3 clusters Score -418339 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 12608 members Entering Unmasked Estep Score: -418378.437500 Penalty: 868.512634 Iteration 13Q: 3 clusters Score -418378.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 12702 members Entering Unmasked Estep Score: -418414.125000 Penalty: 868.512634 Iteration 14Q: 3 clusters Score -418414.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 12787 members Entering Unmasked Estep Score: -418445.531250 Penalty: 868.512634 Iteration 15Q: 3 clusters Score -418445.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 12866 members Entering Unmasked Estep Score: -418468.593750 Penalty: 868.512634 Iteration 16Q: 3 clusters Score -418468.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -418490.281250 Penalty: 868.512634 Iteration 17Q: 3 clusters Score -418490.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 13006 members Entering Unmasked Estep Score: -418510.406250 Penalty: 868.512634 Iteration 18Q: 3 clusters Score -418510.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 13069 members Entering Unmasked Estep Score: -418530.375000 Penalty: 868.512634 Iteration 19Q: 3 clusters Score -418530.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 13134 members Entering Unmasked Estep Score: -418553.156250 Penalty: 868.512634 Iteration 20F: 3 clusters Score -418553.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 13185 members Entering Unmasked Estep Score: -418570.625000 Penalty: 868.512634 Iteration 21Q: 3 clusters Score -418570.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 13228 members Entering Unmasked Estep Score: -418587.062500 Penalty: 868.512634 Iteration 22Q: 3 clusters Score -418587.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 13270 members Entering Unmasked Estep Score: -418600.781250 Penalty: 868.512634 Iteration 23Q: 3 clusters Score -418600.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 13307 members Entering Unmasked Estep Score: -418615.312500 Penalty: 868.512634 Iteration 24Q: 3 clusters Score -418615.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -418627.843750 Penalty: 868.512634 Iteration 25Q: 3 clusters Score -418627.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 13350 members Entering Unmasked Estep Score: -418633.156250 Penalty: 868.512634 Iteration 26Q: 3 clusters Score -418633.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 13362 members Entering Unmasked Estep Score: -418635.875000 Penalty: 868.512634 Iteration 27Q: 3 clusters Score -418635.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 13371 members Entering Unmasked Estep Score: -418637.750000 Penalty: 868.512634 Iteration 28Q: 3 clusters Score -418637.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 13378 members Entering Unmasked Estep Score: -418640.718750 Penalty: 868.512634 Iteration 29Q: 3 clusters Score -418640.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 13387 members Entering Unmasked Estep Score: -418645.718750 Penalty: 868.512634 Iteration 30Q: 3 clusters Score -418645.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 13398 members Entering Unmasked Estep Score: -418647.437500 Penalty: 868.512634 Iteration 31Q: 3 clusters Score -418647.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -418652.125000 Penalty: 868.512634 Iteration 32Q: 3 clusters Score -418652.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 13430 members Entering Unmasked Estep Score: -418654.750000 Penalty: 868.512634 Iteration 33Q: 3 clusters Score -418654.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 13441 members Entering Unmasked Estep Score: -418656.656250 Penalty: 868.512634 Iteration 34Q: 3 clusters Score -418656.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 13452 members Entering Unmasked Estep Score: -418659.281250 Penalty: 868.512634 Iteration 35Q: 3 clusters Score -418659.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 13461 members Entering Unmasked Estep Score: -418662.625000 Penalty: 868.512634 Iteration 36Q: 3 clusters Score -418662.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 13468 members Entering Unmasked Estep Score: -418663.562500 Penalty: 868.512634 Iteration 37Q: 3 clusters Score -418663.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 13472 members Entering Unmasked Estep Score: -418664.812500 Penalty: 868.512634 Iteration 38Q: 3 clusters Score -418664.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 13478 members Entering Unmasked Estep Score: -418665.468750 Penalty: 868.512634 Iteration 39Q: 3 clusters Score -418665.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 13482 members Entering Unmasked Estep Score: -418666.781250 Penalty: 868.512634 Iteration 40F: 3 clusters Score -418666.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 13487 members Entering Unmasked Estep Score: -418667.875000 Penalty: 868.512634 Iteration 41Q: 3 clusters Score -418667.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 13491 members Entering Unmasked Estep Score: -418668.593750 Penalty: 868.512634 Iteration 42Q: 3 clusters Score -418668.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 13495 members Entering Unmasked Estep Score: -418670.593750 Penalty: 868.512634 Iteration 43Q: 3 clusters Score -418670.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 13499 members Entering Unmasked Estep Score: -418670.343750 Penalty: 868.512634 Iteration 44Q: 3 clusters Score -418670.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -418671.093750 Penalty: 868.512634 Iteration 45Q: 3 clusters Score -418671.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 13503 members Entering Unmasked Estep Score: -418671.906250 Penalty: 868.512634 Iteration 46Q: 3 clusters Score -418671.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 13504 members Entering Unmasked Estep Score: -418671.781250 Penalty: 868.512634 Iteration 47Q: 3 clusters Score -418671.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 13504 members Entering Unmasked Estep Score: -418671.781250 Penalty: 868.512634 Iteration 48F: 3 clusters Score -418671.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2032 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Entering Unmasked Estep Score: -63613.558594 Penalty: 346.563293 Iteration 0F: 2 clusters Score -63613.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -62168.925781 Penalty: 693.126587 Iteration 0F: 3 clusters Score -62168.93 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -62665.796875 Penalty: 693.126587 Iteration 1F: 3 clusters Score -62665.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -62758.710938 Penalty: 693.126587 Iteration 2F: 3 clusters Score -62758.71 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -62863.230469 Penalty: 693.126587 Iteration 3F: 3 clusters Score -62863.23 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -62962.113281 Penalty: 693.126587 Iteration 4F: 3 clusters Score -62962.11 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -63059.628906 Penalty: 693.126587 Iteration 5F: 3 clusters Score -63059.63 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -63152.039062 Penalty: 693.126587 Iteration 6F: 3 clusters Score -63152.04 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -63250.320312 Penalty: 693.126587 Iteration 7F: 3 clusters Score -63250.32 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -63325.628906 Penalty: 693.126587 Iteration 8Q: 3 clusters Score -63325.63 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -63389.078125 Penalty: 693.126587 Iteration 9Q: 3 clusters Score -63389.08 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -63442.992188 Penalty: 693.126587 Iteration 10Q: 3 clusters Score -63442.99 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -63465.500000 Penalty: 693.126587 Iteration 11Q: 3 clusters Score -63465.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -63476.835938 Penalty: 693.126587 Iteration 12Q: 3 clusters Score -63476.84 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -63483.035156 Penalty: 693.126587 Iteration 13Q: 3 clusters Score -63483.04 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -63487.167969 Penalty: 693.126587 Iteration 14Q: 3 clusters Score -63487.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -63489.890625 Penalty: 693.126587 Iteration 15Q: 3 clusters Score -63489.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -63491.296875 Penalty: 693.126587 Iteration 16Q: 3 clusters Score -63491.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -63491.738281 Penalty: 693.126587 Iteration 17Q: 3 clusters Score -63491.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -63492.082031 Penalty: 693.126587 Iteration 18Q: 3 clusters Score -63492.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -63492.882812 Penalty: 693.126587 Iteration 19Q: 3 clusters Score -63492.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -63493.777344 Penalty: 693.126587 Iteration 20F: 3 clusters Score -63493.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -63493.992188 Penalty: 693.126587 Iteration 21Q: 3 clusters Score -63493.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -63494.585938 Penalty: 693.126587 Iteration 22Q: 3 clusters Score -63494.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -63495.410156 Penalty: 693.126587 Iteration 23Q: 3 clusters Score -63495.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -63495.988281 Penalty: 693.126587 Iteration 24Q: 3 clusters Score -63495.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -63495.988281 Penalty: 693.126587 Iteration 25F: 3 clusters Score -63495.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (6099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6099 members Entering Unmasked Estep Score: -164019.703125 Penalty: 396.572571 Iteration 0F: 2 clusters Score -164019.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -159924.468750 Penalty: 793.145142 Iteration 0F: 3 clusters Score -159924.5 nChanged 2795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -161817.765625 Penalty: 793.145142 Iteration 1F: 3 clusters Score -161817.8 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -162199.062500 Penalty: 793.145142 Iteration 2F: 3 clusters Score -162199.1 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -162601.109375 Penalty: 793.145142 Iteration 3F: 3 clusters Score -162601.1 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -162995.062500 Penalty: 793.145142 Iteration 4F: 3 clusters Score -162995.1 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -163232.031250 Penalty: 793.145142 Iteration 5F: 3 clusters Score -163232 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -163340.328125 Penalty: 793.145142 Iteration 6Q: 3 clusters Score -163340.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3400 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -163380.734375 Penalty: 793.145142 Iteration 7Q: 3 clusters Score -163380.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -163404.265625 Penalty: 793.145142 Iteration 8Q: 3 clusters Score -163404.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -163418.140625 Penalty: 793.145142 Iteration 9Q: 3 clusters Score -163418.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -163431.187500 Penalty: 793.145142 Iteration 10Q: 3 clusters Score -163431.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -163441.359375 Penalty: 793.145142 Iteration 11Q: 3 clusters Score -163441.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -163446.093750 Penalty: 793.145142 Iteration 12Q: 3 clusters Score -163446.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -163450.359375 Penalty: 793.145142 Iteration 13Q: 3 clusters Score -163450.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -163454.109375 Penalty: 793.145142 Iteration 14Q: 3 clusters Score -163454.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -163457.718750 Penalty: 793.145142 Iteration 15Q: 3 clusters Score -163457.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -163462.468750 Penalty: 793.145142 Iteration 16Q: 3 clusters Score -163462.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -163466.468750 Penalty: 793.145142 Iteration 17Q: 3 clusters Score -163466.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -163469.765625 Penalty: 793.145142 Iteration 18Q: 3 clusters Score -163469.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -163474.312500 Penalty: 793.145142 Iteration 19Q: 3 clusters Score -163474.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -163480.734375 Penalty: 793.145142 Iteration 20F: 3 clusters Score -163480.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -163485.281250 Penalty: 793.145142 Iteration 21Q: 3 clusters Score -163485.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -163492.734375 Penalty: 793.145142 Iteration 22Q: 3 clusters Score -163492.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -163498.578125 Penalty: 793.145142 Iteration 23Q: 3 clusters Score -163498.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -163505.796875 Penalty: 793.145142 Iteration 24Q: 3 clusters Score -163505.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -163512.515625 Penalty: 793.145142 Iteration 25Q: 3 clusters Score -163512.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -163517.546875 Penalty: 793.145142 Iteration 26Q: 3 clusters Score -163517.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2684 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -163521.390625 Penalty: 793.145142 Iteration 27Q: 3 clusters Score -163521.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -163525.390625 Penalty: 793.145142 Iteration 28Q: 3 clusters Score -163525.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -163530.093750 Penalty: 793.145142 Iteration 29Q: 3 clusters Score -163530.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -163536.718750 Penalty: 793.145142 Iteration 30Q: 3 clusters Score -163536.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -163545.171875 Penalty: 793.145142 Iteration 31Q: 3 clusters Score -163545.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -163553.515625 Penalty: 793.145142 Iteration 32Q: 3 clusters Score -163553.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -163564.421875 Penalty: 793.145142 Iteration 33Q: 3 clusters Score -163564.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -163572.718750 Penalty: 793.145142 Iteration 34Q: 3 clusters Score -163572.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 3735 members Entering Unmasked Estep Score: -163582.968750 Penalty: 793.145142 Iteration 35Q: 3 clusters Score -163583 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -163595.046875 Penalty: 793.145142 Iteration 36Q: 3 clusters Score -163595 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -163608.296875 Penalty: 793.145142 Iteration 37Q: 3 clusters Score -163608.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -163616.125000 Penalty: 793.145142 Iteration 38Q: 3 clusters Score -163616.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -163621.109375 Penalty: 793.145142 Iteration 39Q: 3 clusters Score -163621.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -163624.984375 Penalty: 793.145142 Iteration 40F: 3 clusters Score -163625 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -163628.562500 Penalty: 793.145142 Iteration 41Q: 3 clusters Score -163628.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -163631.296875 Penalty: 793.145142 Iteration 42Q: 3 clusters Score -163631.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -163635.843750 Penalty: 793.145142 Iteration 43Q: 3 clusters Score -163635.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -163639.156250 Penalty: 793.145142 Iteration 44Q: 3 clusters Score -163639.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 4069 members Entering Unmasked Estep Score: -163641.968750 Penalty: 793.145142 Iteration 45Q: 3 clusters Score -163642 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -163644.015625 Penalty: 793.145142 Iteration 46Q: 3 clusters Score -163644 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -163644.687500 Penalty: 793.145142 Iteration 47Q: 3 clusters Score -163644.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1996 members Mstep: Class 2 contains 4103 members Entering Unmasked Estep Score: -163644.890625 Penalty: 793.145142 Iteration 48Q: 3 clusters Score -163644.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 4107 members Entering Unmasked Estep Score: -163645.515625 Penalty: 793.145142 Iteration 49Q: 3 clusters Score -163645.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -163646.187500 Penalty: 793.145142 Iteration 50Q: 3 clusters Score -163646.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -163647.343750 Penalty: 793.145142 Iteration 51Q: 3 clusters Score -163647.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -163648.671875 Penalty: 793.145142 Iteration 52Q: 3 clusters Score -163648.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 4151 members Entering Unmasked Estep Score: -163652.671875 Penalty: 793.145142 Iteration 53Q: 3 clusters Score -163652.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -163656.328125 Penalty: 793.145142 Iteration 54Q: 3 clusters Score -163656.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -163660.687500 Penalty: 793.145142 Iteration 55Q: 3 clusters Score -163660.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 4215 members Entering Unmasked Estep Score: -163663.656250 Penalty: 793.145142 Iteration 56Q: 3 clusters Score -163663.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -163665.328125 Penalty: 793.145142 Iteration 57Q: 3 clusters Score -163665.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 4253 members Entering Unmasked Estep Score: -163667.843750 Penalty: 793.145142 Iteration 58Q: 3 clusters Score -163667.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Mstep: Class 2 contains 4270 members Entering Unmasked Estep Score: -163669.484375 Penalty: 793.145142 Iteration 59Q: 3 clusters Score -163669.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -163670.828125 Penalty: 793.145142 Iteration 60F: 3 clusters Score -163670.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 4299 members Entering Unmasked Estep Score: -163672.531250 Penalty: 793.145142 Iteration 61Q: 3 clusters Score -163672.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -163673.593750 Penalty: 793.145142 Iteration 62Q: 3 clusters Score -163673.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -163676.250000 Penalty: 793.145142 Iteration 63Q: 3 clusters Score -163676.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -163681.437500 Penalty: 793.145142 Iteration 64Q: 3 clusters Score -163681.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4380 members Entering Unmasked Estep Score: -163685.531250 Penalty: 793.145142 Iteration 65Q: 3 clusters Score -163685.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -163689.859375 Penalty: 793.145142 Iteration 66Q: 3 clusters Score -163689.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 4434 members Entering Unmasked Estep Score: -163694.671875 Penalty: 793.145142 Iteration 67Q: 3 clusters Score -163694.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 4469 members Entering Unmasked Estep Score: -163700.937500 Penalty: 793.145142 Iteration 68Q: 3 clusters Score -163700.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 4496 members Entering Unmasked Estep Score: -163703.546875 Penalty: 793.145142 Iteration 69Q: 3 clusters Score -163703.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 4519 members Entering Unmasked Estep Score: -163706.484375 Penalty: 793.145142 Iteration 70Q: 3 clusters Score -163706.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -163711.953125 Penalty: 793.145142 Iteration 71Q: 3 clusters Score -163712 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -163717.468750 Penalty: 793.145142 Iteration 72Q: 3 clusters Score -163717.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 4595 members Entering Unmasked Estep Score: -163723.765625 Penalty: 793.145142 Iteration 73Q: 3 clusters Score -163723.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 4622 members Entering Unmasked Estep Score: -163728.406250 Penalty: 793.145142 Iteration 74Q: 3 clusters Score -163728.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 4645 members Entering Unmasked Estep Score: -163732.437500 Penalty: 793.145142 Iteration 75Q: 3 clusters Score -163732.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 4664 members Entering Unmasked Estep Score: -163733.968750 Penalty: 793.145142 Iteration 76Q: 3 clusters Score -163734 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 4678 members Entering Unmasked Estep Score: -163735.343750 Penalty: 793.145142 Iteration 77Q: 3 clusters Score -163735.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 4683 members Entering Unmasked Estep Score: -163735.500000 Penalty: 793.145142 Iteration 78Q: 3 clusters Score -163735.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -163735.265625 Penalty: 793.145142 Iteration 79Q: 3 clusters Score -163735.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 4688 members Entering Unmasked Estep Score: -163735.500000 Penalty: 793.145142 Iteration 80F: 3 clusters Score -163735.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 4689 members Entering Unmasked Estep Score: -163735.437500 Penalty: 793.145142 Iteration 81Q: 3 clusters Score -163735.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -163735.671875 Penalty: 793.145142 Iteration 82Q: 3 clusters Score -163735.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 4692 members Entering Unmasked Estep Score: -163735.734375 Penalty: 793.145142 Iteration 83Q: 3 clusters Score -163735.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 4694 members Entering Unmasked Estep Score: -163735.718750 Penalty: 793.145142 Iteration 84Q: 3 clusters Score -163735.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 4695 members Entering Unmasked Estep Score: -163735.765625 Penalty: 793.145142 Iteration 85Q: 3 clusters Score -163735.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 4697 members Entering Unmasked Estep Score: -163735.718750 Penalty: 793.145142 Iteration 86Q: 3 clusters Score -163735.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 4701 members Entering Unmasked Estep Score: -163735.859375 Penalty: 793.145142 Iteration 87Q: 3 clusters Score -163735.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -163736.296875 Penalty: 793.145142 Iteration 88Q: 3 clusters Score -163736.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -163736.500000 Penalty: 793.145142 Iteration 89Q: 3 clusters Score -163736.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -163737.218750 Penalty: 793.145142 Iteration 90Q: 3 clusters Score -163737.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -163737.703125 Penalty: 793.145142 Iteration 91Q: 3 clusters Score -163737.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 4730 members Entering Unmasked Estep Score: -163738.687500 Penalty: 793.145142 Iteration 92Q: 3 clusters Score -163738.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 4749 members Entering Unmasked Estep Score: -163740.406250 Penalty: 793.145142 Iteration 93Q: 3 clusters Score -163740.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 4762 members Entering Unmasked Estep Score: -163742.375000 Penalty: 793.145142 Iteration 94Q: 3 clusters Score -163742.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 4778 members Entering Unmasked Estep Score: -163744.156250 Penalty: 793.145142 Iteration 95Q: 3 clusters Score -163744.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -163745.296875 Penalty: 793.145142 Iteration 96Q: 3 clusters Score -163745.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 4802 members Entering Unmasked Estep Score: -163746.812500 Penalty: 793.145142 Iteration 97Q: 3 clusters Score -163746.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -163748.046875 Penalty: 793.145142 Iteration 98Q: 3 clusters Score -163748 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -163748.921875 Penalty: 793.145142 Iteration 99Q: 3 clusters Score -163748.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -163749.765625 Penalty: 793.145142 Iteration 100F: 3 clusters Score -163749.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -163750.843750 Penalty: 793.145142 Iteration 101Q: 3 clusters Score -163750.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 4841 members Entering Unmasked Estep Score: -163751.640625 Penalty: 793.145142 Iteration 102Q: 3 clusters Score -163751.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -163752.109375 Penalty: 793.145142 Iteration 103Q: 3 clusters Score -163752.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -163752.609375 Penalty: 793.145142 Iteration 104Q: 3 clusters Score -163752.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 4857 members Entering Unmasked Estep Score: -163753.421875 Penalty: 793.145142 Iteration 105Q: 3 clusters Score -163753.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 4863 members Entering Unmasked Estep Score: -163754.562500 Penalty: 793.145142 Iteration 106Q: 3 clusters Score -163754.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 4873 members Entering Unmasked Estep Score: -163755.328125 Penalty: 793.145142 Iteration 107Q: 3 clusters Score -163755.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -163755.781250 Penalty: 793.145142 Iteration 108Q: 3 clusters Score -163755.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -163756.468750 Penalty: 793.145142 Iteration 109Q: 3 clusters Score -163756.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -163757.828125 Penalty: 793.145142 Iteration 110Q: 3 clusters Score -163757.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -163759.218750 Penalty: 793.145142 Iteration 111Q: 3 clusters Score -163759.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 4911 members Entering Unmasked Estep Score: -163762.281250 Penalty: 793.145142 Iteration 112Q: 3 clusters Score -163762.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -163764.125000 Penalty: 793.145142 Iteration 113Q: 3 clusters Score -163764.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -163765.953125 Penalty: 793.145142 Iteration 114Q: 3 clusters Score -163766 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -163767.515625 Penalty: 793.145142 Iteration 115Q: 3 clusters Score -163767.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 4969 members Entering Unmasked Estep Score: -163769.437500 Penalty: 793.145142 Iteration 116Q: 3 clusters Score -163769.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 4982 members Entering Unmasked Estep Score: -163770.875000 Penalty: 793.145142 Iteration 117Q: 3 clusters Score -163770.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 4994 members Entering Unmasked Estep Score: -163772.062500 Penalty: 793.145142 Iteration 118Q: 3 clusters Score -163772.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -163773.000000 Penalty: 793.145142 Iteration 119Q: 3 clusters Score -163773 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 5010 members Entering Unmasked Estep Score: -163774.187500 Penalty: 793.145142 Iteration 120F: 3 clusters Score -163774.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -163775.250000 Penalty: 793.145142 Iteration 121Q: 3 clusters Score -163775.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -163776.984375 Penalty: 793.145142 Iteration 122Q: 3 clusters Score -163777 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -163777.593750 Penalty: 793.145142 Iteration 123Q: 3 clusters Score -163777.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -163777.968750 Penalty: 793.145142 Iteration 124Q: 3 clusters Score -163778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 5044 members Entering Unmasked Estep Score: -163778.937500 Penalty: 793.145142 Iteration 125Q: 3 clusters Score -163778.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 5051 members Entering Unmasked Estep Score: -163779.890625 Penalty: 793.145142 Iteration 126Q: 3 clusters Score -163779.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 5057 members Entering Unmasked Estep Score: -163780.500000 Penalty: 793.145142 Iteration 127Q: 3 clusters Score -163780.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 5062 members Entering Unmasked Estep Score: -163781.421875 Penalty: 793.145142 Iteration 128Q: 3 clusters Score -163781.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -163781.671875 Penalty: 793.145142 Iteration 129Q: 3 clusters Score -163781.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 5067 members Entering Unmasked Estep Score: -163781.921875 Penalty: 793.145142 Iteration 130Q: 3 clusters Score -163781.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -163782.359375 Penalty: 793.145142 Iteration 131Q: 3 clusters Score -163782.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 5073 members Entering Unmasked Estep Score: -163783.281250 Penalty: 793.145142 Iteration 132Q: 3 clusters Score -163783.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -163783.437500 Penalty: 793.145142 Iteration 133Q: 3 clusters Score -163783.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -163783.593750 Penalty: 793.145142 Iteration 134Q: 3 clusters Score -163783.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 5078 members Entering Unmasked Estep Score: -163783.593750 Penalty: 793.145142 Iteration 135F: 3 clusters Score -163783.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (1094 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Entering Unmasked Estep Score: -29117.179688 Penalty: 318.390594 Iteration 0F: 2 clusters Score -29117.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -28301.457031 Penalty: 636.781189 Iteration 0F: 3 clusters Score -28301.46 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -28680.974609 Penalty: 636.781189 Iteration 1F: 3 clusters Score -28680.97 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -28758.517578 Penalty: 636.781189 Iteration 2F: 3 clusters Score -28758.52 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -28808.441406 Penalty: 636.781189 Iteration 3F: 3 clusters Score -28808.44 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -28853.560547 Penalty: 636.781189 Iteration 4F: 3 clusters Score -28853.56 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -28876.509766 Penalty: 636.781189 Iteration 5Q: 3 clusters Score -28876.51 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -28893.839844 Penalty: 636.781189 Iteration 6Q: 3 clusters Score -28893.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -28908.175781 Penalty: 636.781189 Iteration 7Q: 3 clusters Score -28908.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -28918.814453 Penalty: 636.781189 Iteration 8Q: 3 clusters Score -28918.81 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -28928.824219 Penalty: 636.781189 Iteration 9Q: 3 clusters Score -28928.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -28934.767578 Penalty: 636.781189 Iteration 10Q: 3 clusters Score -28934.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -28937.035156 Penalty: 636.781189 Iteration 11Q: 3 clusters Score -28937.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -28940.773438 Penalty: 636.781189 Iteration 12Q: 3 clusters Score -28940.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -28941.443359 Penalty: 636.781189 Iteration 13Q: 3 clusters Score -28941.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -28941.837891 Penalty: 636.781189 Iteration 14Q: 3 clusters Score -28941.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -28944.968750 Penalty: 636.781189 Iteration 15Q: 3 clusters Score -28944.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -28947.279297 Penalty: 636.781189 Iteration 16Q: 3 clusters Score -28947.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -28949.849609 Penalty: 636.781189 Iteration 17Q: 3 clusters Score -28949.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -28951.134766 Penalty: 636.781189 Iteration 18Q: 3 clusters Score -28951.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -28951.470703 Penalty: 636.781189 Iteration 19Q: 3 clusters Score -28951.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -28953.160156 Penalty: 636.781189 Iteration 20F: 3 clusters Score -28953.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -28956.351562 Penalty: 636.781189 Iteration 21Q: 3 clusters Score -28956.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -28959.937500 Penalty: 636.781189 Iteration 22Q: 3 clusters Score -28959.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -28959.937500 Penalty: 636.781189 Iteration 23F: 3 clusters Score -28959.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (4767 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Entering Unmasked Estep Score: -147380.687500 Penalty: 385.361023 Iteration 0F: 2 clusters Score -147380.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -144179.312500 Penalty: 770.722046 Iteration 0F: 3 clusters Score -144179.3 nChanged 2152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -145490.171875 Penalty: 770.722046 Iteration 1F: 3 clusters Score -145490.2 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -145662.562500 Penalty: 770.722046 Iteration 2F: 3 clusters Score -145662.6 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -145829.328125 Penalty: 770.722046 Iteration 3F: 3 clusters Score -145829.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -146000.843750 Penalty: 770.722046 Iteration 4F: 3 clusters Score -146000.8 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -146154.984375 Penalty: 770.722046 Iteration 5F: 3 clusters Score -146155 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -146272.015625 Penalty: 770.722046 Iteration 6Q: 3 clusters Score -146272 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -146384.265625 Penalty: 770.722046 Iteration 7Q: 3 clusters Score -146384.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -146457.468750 Penalty: 770.722046 Iteration 8Q: 3 clusters Score -146457.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -146495.890625 Penalty: 770.722046 Iteration 9Q: 3 clusters Score -146495.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -146515.296875 Penalty: 770.722046 Iteration 10Q: 3 clusters Score -146515.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -146526.062500 Penalty: 770.722046 Iteration 11Q: 3 clusters Score -146526.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -146537.453125 Penalty: 770.722046 Iteration 12Q: 3 clusters Score -146537.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -146545.703125 Penalty: 770.722046 Iteration 13Q: 3 clusters Score -146545.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -146551.046875 Penalty: 770.722046 Iteration 14Q: 3 clusters Score -146551 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -146554.234375 Penalty: 770.722046 Iteration 15Q: 3 clusters Score -146554.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -146556.187500 Penalty: 770.722046 Iteration 16Q: 3 clusters Score -146556.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -146557.218750 Penalty: 770.722046 Iteration 17Q: 3 clusters Score -146557.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -146558.656250 Penalty: 770.722046 Iteration 18Q: 3 clusters Score -146558.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -146560.375000 Penalty: 770.722046 Iteration 19Q: 3 clusters Score -146560.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -146561.734375 Penalty: 770.722046 Iteration 20F: 3 clusters Score -146561.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -146563.359375 Penalty: 770.722046 Iteration 21Q: 3 clusters Score -146563.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 2652 members Entering Unmasked Estep Score: -146564.187500 Penalty: 770.722046 Iteration 22Q: 3 clusters Score -146564.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -146565.343750 Penalty: 770.722046 Iteration 23Q: 3 clusters Score -146565.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -146566.328125 Penalty: 770.722046 Iteration 24Q: 3 clusters Score -146566.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -146567.312500 Penalty: 770.722046 Iteration 25Q: 3 clusters Score -146567.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -146569.687500 Penalty: 770.722046 Iteration 26Q: 3 clusters Score -146569.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -146572.859375 Penalty: 770.722046 Iteration 27Q: 3 clusters Score -146572.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -146575.578125 Penalty: 770.722046 Iteration 28Q: 3 clusters Score -146575.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -146578.656250 Penalty: 770.722046 Iteration 29Q: 3 clusters Score -146578.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -146581.218750 Penalty: 770.722046 Iteration 30Q: 3 clusters Score -146581.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -146584.875000 Penalty: 770.722046 Iteration 31Q: 3 clusters Score -146584.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -146593.125000 Penalty: 770.722046 Iteration 32Q: 3 clusters Score -146593.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -146601.500000 Penalty: 770.722046 Iteration 33Q: 3 clusters Score -146601.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -146610.859375 Penalty: 770.722046 Iteration 34Q: 3 clusters Score -146610.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -146617.687500 Penalty: 770.722046 Iteration 35Q: 3 clusters Score -146617.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -146621.281250 Penalty: 770.722046 Iteration 36Q: 3 clusters Score -146621.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 2753 members Entering Unmasked Estep Score: -146624.500000 Penalty: 770.722046 Iteration 37Q: 3 clusters Score -146624.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -146625.812500 Penalty: 770.722046 Iteration 38Q: 3 clusters Score -146625.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -146627.703125 Penalty: 770.722046 Iteration 39Q: 3 clusters Score -146627.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -146629.609375 Penalty: 770.722046 Iteration 40F: 3 clusters Score -146629.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -146631.078125 Penalty: 770.722046 Iteration 41Q: 3 clusters Score -146631.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -146632.921875 Penalty: 770.722046 Iteration 42Q: 3 clusters Score -146632.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -146635.515625 Penalty: 770.722046 Iteration 43Q: 3 clusters Score -146635.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -146638.390625 Penalty: 770.722046 Iteration 44Q: 3 clusters Score -146638.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -146640.156250 Penalty: 770.722046 Iteration 45Q: 3 clusters Score -146640.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -146642.718750 Penalty: 770.722046 Iteration 46Q: 3 clusters Score -146642.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -146645.906250 Penalty: 770.722046 Iteration 47Q: 3 clusters Score -146645.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -146649.046875 Penalty: 770.722046 Iteration 48Q: 3 clusters Score -146649 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -146651.796875 Penalty: 770.722046 Iteration 49Q: 3 clusters Score -146651.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -146653.281250 Penalty: 770.722046 Iteration 50Q: 3 clusters Score -146653.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -146654.875000 Penalty: 770.722046 Iteration 51Q: 3 clusters Score -146654.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -146656.406250 Penalty: 770.722046 Iteration 52Q: 3 clusters Score -146656.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -146657.062500 Penalty: 770.722046 Iteration 53Q: 3 clusters Score -146657.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -146658.562500 Penalty: 770.722046 Iteration 54Q: 3 clusters Score -146658.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -146662.453125 Penalty: 770.722046 Iteration 55Q: 3 clusters Score -146662.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -146666.734375 Penalty: 770.722046 Iteration 56Q: 3 clusters Score -146666.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -146670.156250 Penalty: 770.722046 Iteration 57Q: 3 clusters Score -146670.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -146675.328125 Penalty: 770.722046 Iteration 58Q: 3 clusters Score -146675.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -146680.828125 Penalty: 770.722046 Iteration 59Q: 3 clusters Score -146680.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -146685.156250 Penalty: 770.722046 Iteration 60F: 3 clusters Score -146685.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -146691.343750 Penalty: 770.722046 Iteration 61Q: 3 clusters Score -146691.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -146700.031250 Penalty: 770.722046 Iteration 62Q: 3 clusters Score -146700 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -146710.796875 Penalty: 770.722046 Iteration 63Q: 3 clusters Score -146710.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -146719.718750 Penalty: 770.722046 Iteration 64Q: 3 clusters Score -146719.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -146730.109375 Penalty: 770.722046 Iteration 65Q: 3 clusters Score -146730.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -146736.421875 Penalty: 770.722046 Iteration 66Q: 3 clusters Score -146736.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -146742.718750 Penalty: 770.722046 Iteration 67Q: 3 clusters Score -146742.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -146749.375000 Penalty: 770.722046 Iteration 68Q: 3 clusters Score -146749.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 3238 members Entering Unmasked Estep Score: -146755.453125 Penalty: 770.722046 Iteration 69Q: 3 clusters Score -146755.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -146758.625000 Penalty: 770.722046 Iteration 70Q: 3 clusters Score -146758.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -146760.765625 Penalty: 770.722046 Iteration 71Q: 3 clusters Score -146760.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -146762.359375 Penalty: 770.722046 Iteration 72Q: 3 clusters Score -146762.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -146764.296875 Penalty: 770.722046 Iteration 73Q: 3 clusters Score -146764.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -146765.156250 Penalty: 770.722046 Iteration 74Q: 3 clusters Score -146765.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -146766.484375 Penalty: 770.722046 Iteration 75Q: 3 clusters Score -146766.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 3328 members Entering Unmasked Estep Score: -146768.156250 Penalty: 770.722046 Iteration 76Q: 3 clusters Score -146768.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -146771.062500 Penalty: 770.722046 Iteration 77Q: 3 clusters Score -146771.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -146774.046875 Penalty: 770.722046 Iteration 78Q: 3 clusters Score -146774 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -146777.890625 Penalty: 770.722046 Iteration 79Q: 3 clusters Score -146777.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -146780.703125 Penalty: 770.722046 Iteration 80F: 3 clusters Score -146780.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -146786.062500 Penalty: 770.722046 Iteration 81Q: 3 clusters Score -146786.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -146791.031250 Penalty: 770.722046 Iteration 82Q: 3 clusters Score -146791 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 3456 members Entering Unmasked Estep Score: -146798.609375 Penalty: 770.722046 Iteration 83Q: 3 clusters Score -146798.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 3476 members Entering Unmasked Estep Score: -146803.468750 Penalty: 770.722046 Iteration 84Q: 3 clusters Score -146803.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -146811.281250 Penalty: 770.722046 Iteration 85Q: 3 clusters Score -146811.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -146819.953125 Penalty: 770.722046 Iteration 86Q: 3 clusters Score -146820 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -146830.781250 Penalty: 770.722046 Iteration 87Q: 3 clusters Score -146830.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -146842.515625 Penalty: 770.722046 Iteration 88Q: 3 clusters Score -146842.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -146851.828125 Penalty: 770.722046 Iteration 89Q: 3 clusters Score -146851.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -146859.828125 Penalty: 770.722046 Iteration 90Q: 3 clusters Score -146859.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 3652 members Entering Unmasked Estep Score: -146868.765625 Penalty: 770.722046 Iteration 91Q: 3 clusters Score -146868.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -146876.828125 Penalty: 770.722046 Iteration 92Q: 3 clusters Score -146876.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3691 members Entering Unmasked Estep Score: -146882.078125 Penalty: 770.722046 Iteration 93Q: 3 clusters Score -146882.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -146887.000000 Penalty: 770.722046 Iteration 94Q: 3 clusters Score -146887 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 3728 members Entering Unmasked Estep Score: -146890.437500 Penalty: 770.722046 Iteration 95Q: 3 clusters Score -146890.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -146891.812500 Penalty: 770.722046 Iteration 96Q: 3 clusters Score -146891.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 3756 members Entering Unmasked Estep Score: -146893.859375 Penalty: 770.722046 Iteration 97Q: 3 clusters Score -146893.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -146895.296875 Penalty: 770.722046 Iteration 98Q: 3 clusters Score -146895.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -146897.296875 Penalty: 770.722046 Iteration 99Q: 3 clusters Score -146897.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -146898.671875 Penalty: 770.722046 Iteration 100F: 3 clusters Score -146898.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -146899.546875 Penalty: 770.722046 Iteration 101Q: 3 clusters Score -146899.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -146901.343750 Penalty: 770.722046 Iteration 102Q: 3 clusters Score -146901.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -146901.796875 Penalty: 770.722046 Iteration 103Q: 3 clusters Score -146901.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 3809 members Entering Unmasked Estep Score: -146902.062500 Penalty: 770.722046 Iteration 104Q: 3 clusters Score -146902.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -146901.984375 Penalty: 770.722046 Iteration 105Q: 3 clusters Score -146902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -146902.250000 Penalty: 770.722046 Iteration 106Q: 3 clusters Score -146902.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -146902.328125 Penalty: 770.722046 Iteration 107Q: 3 clusters Score -146902.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -146902.656250 Penalty: 770.722046 Iteration 108Q: 3 clusters Score -146902.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -146902.593750 Penalty: 770.722046 Iteration 109Q: 3 clusters Score -146902.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -146903.343750 Penalty: 770.722046 Iteration 110Q: 3 clusters Score -146903.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -146903.593750 Penalty: 770.722046 Iteration 111Q: 3 clusters Score -146903.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -146903.671875 Penalty: 770.722046 Iteration 112Q: 3 clusters Score -146903.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -146903.671875 Penalty: 770.722046 Iteration 113F: 3 clusters Score -146903.7 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: -48876.105469 Penalty: 342.636841 Iteration 0F: 2 clusters Score -48876.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -47513.445312 Penalty: 685.273682 Iteration 0F: 3 clusters Score -47513.45 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -47943.035156 Penalty: 685.273682 Iteration 1F: 3 clusters Score -47943.04 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -48018.710938 Penalty: 685.273682 Iteration 2F: 3 clusters Score -48018.71 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -48110.246094 Penalty: 685.273682 Iteration 3F: 3 clusters Score -48110.25 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -48181.738281 Penalty: 685.273682 Iteration 4F: 3 clusters Score -48181.74 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -48249.339844 Penalty: 685.273682 Iteration 5Q: 3 clusters Score -48249.34 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -48299.957031 Penalty: 685.273682 Iteration 6Q: 3 clusters Score -48299.96 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -48335.394531 Penalty: 685.273682 Iteration 7Q: 3 clusters Score -48335.39 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -48359.621094 Penalty: 685.273682 Iteration 8Q: 3 clusters Score -48359.62 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -48380.781250 Penalty: 685.273682 Iteration 9Q: 3 clusters Score -48380.78 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -48396.957031 Penalty: 685.273682 Iteration 10Q: 3 clusters Score -48396.96 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -48413.859375 Penalty: 685.273682 Iteration 11Q: 3 clusters Score -48413.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -48424.113281 Penalty: 685.273682 Iteration 12Q: 3 clusters Score -48424.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -48431.816406 Penalty: 685.273682 Iteration 13Q: 3 clusters Score -48431.82 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -48439.218750 Penalty: 685.273682 Iteration 14Q: 3 clusters Score -48439.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -48443.539062 Penalty: 685.273682 Iteration 15Q: 3 clusters Score -48443.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -48445.695312 Penalty: 685.273682 Iteration 16Q: 3 clusters Score -48445.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -48447.175781 Penalty: 685.273682 Iteration 17Q: 3 clusters Score -48447.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -48451.507812 Penalty: 685.273682 Iteration 18Q: 3 clusters Score -48451.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -48457.183594 Penalty: 685.273682 Iteration 19Q: 3 clusters Score -48457.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -48462.468750 Penalty: 685.273682 Iteration 20F: 3 clusters Score -48462.47 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -48466.253906 Penalty: 685.273682 Iteration 21Q: 3 clusters Score -48466.25 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -48469.976562 Penalty: 685.273682 Iteration 22Q: 3 clusters Score -48469.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -48474.843750 Penalty: 685.273682 Iteration 23Q: 3 clusters Score -48474.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -48478.847656 Penalty: 685.273682 Iteration 24Q: 3 clusters Score -48478.85 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -48480.925781 Penalty: 685.273682 Iteration 25Q: 3 clusters Score -48480.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -48484.351562 Penalty: 685.273682 Iteration 26Q: 3 clusters Score -48484.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -48485.968750 Penalty: 685.273682 Iteration 27Q: 3 clusters Score -48485.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -48486.238281 Penalty: 685.273682 Iteration 28Q: 3 clusters Score -48486.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -48486.699219 Penalty: 685.273682 Iteration 29Q: 3 clusters Score -48486.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -48486.906250 Penalty: 685.273682 Iteration 30Q: 3 clusters Score -48486.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -48488.039062 Penalty: 685.273682 Iteration 31Q: 3 clusters Score -48488.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -48488.273438 Penalty: 685.273682 Iteration 32Q: 3 clusters Score -48488.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -48488.437500 Penalty: 685.273682 Iteration 33Q: 3 clusters Score -48488.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -48488.437500 Penalty: 685.273682 Iteration 34F: 3 clusters Score -48488.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (10530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10530 members Entering Unmasked Estep Score: -307761.218750 Penalty: 421.420258 Iteration 0F: 2 clusters Score -307761.2 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 5261 members Entering Unmasked Estep Score: -300738.937500 Penalty: 842.840515 Iteration 0F: 3 clusters Score -300738.9 nChanged 4935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -303703.656250 Penalty: 842.840515 Iteration 1F: 3 clusters Score -303703.7 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -303928.968750 Penalty: 842.840515 Iteration 2F: 3 clusters Score -303929 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5803 members Mstep: Class 2 contains 4727 members Entering Unmasked Estep Score: -304154.531250 Penalty: 842.840515 Iteration 3F: 3 clusters Score -304154.5 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6060 members Mstep: Class 2 contains 4470 members Entering Unmasked Estep Score: -304447.468750 Penalty: 842.840515 Iteration 4F: 3 clusters Score -304447.5 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 4219 members Entering Unmasked Estep Score: -304786.875000 Penalty: 842.840515 Iteration 5F: 3 clusters Score -304786.9 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -305173.062500 Penalty: 842.840515 Iteration 6F: 3 clusters Score -305173.1 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6860 members Mstep: Class 2 contains 3670 members Entering Unmasked Estep Score: -305600.875000 Penalty: 842.840515 Iteration 7F: 3 clusters Score -305600.9 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7070 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -305985.625000 Penalty: 842.840515 Iteration 8Q: 3 clusters Score -305985.6 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7221 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -306228.625000 Penalty: 842.840515 Iteration 9Q: 3 clusters Score -306228.6 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7338 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -306359.500000 Penalty: 842.840515 Iteration 10Q: 3 clusters Score -306359.5 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7466 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -306436.125000 Penalty: 842.840515 Iteration 11Q: 3 clusters Score -306436.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -306501.093750 Penalty: 842.840515 Iteration 12Q: 3 clusters Score -306501.1 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7718 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -306555.031250 Penalty: 842.840515 Iteration 13Q: 3 clusters Score -306555 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -306612.750000 Penalty: 842.840515 Iteration 14Q: 3 clusters Score -306612.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7979 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -306667.906250 Penalty: 842.840515 Iteration 15Q: 3 clusters Score -306667.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -306720.437500 Penalty: 842.840515 Iteration 16Q: 3 clusters Score -306720.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8233 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -306772.281250 Penalty: 842.840515 Iteration 17Q: 3 clusters Score -306772.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8370 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -306840.531250 Penalty: 842.840515 Iteration 18Q: 3 clusters Score -306840.5 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -306905.750000 Penalty: 842.840515 Iteration 19Q: 3 clusters Score -306905.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8636 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -306967.500000 Penalty: 842.840515 Iteration 20F: 3 clusters Score -306967.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8750 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -307018.531250 Penalty: 842.840515 Iteration 21Q: 3 clusters Score -307018.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8856 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -307075.156250 Penalty: 842.840515 Iteration 22Q: 3 clusters Score -307075.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8965 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -307133.250000 Penalty: 842.840515 Iteration 23Q: 3 clusters Score -307133.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9080 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -307196.406250 Penalty: 842.840515 Iteration 24Q: 3 clusters Score -307196.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9180 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -307248.468750 Penalty: 842.840515 Iteration 25Q: 3 clusters Score -307248.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9277 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -307304.562500 Penalty: 842.840515 Iteration 26Q: 3 clusters Score -307304.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -307345.875000 Penalty: 842.840515 Iteration 27Q: 3 clusters Score -307345.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9415 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -307383.750000 Penalty: 842.840515 Iteration 28Q: 3 clusters Score -307383.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9485 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -307423.875000 Penalty: 842.840515 Iteration 29Q: 3 clusters Score -307423.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -307451.781250 Penalty: 842.840515 Iteration 30Q: 3 clusters Score -307451.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -307468.281250 Penalty: 842.840515 Iteration 31Q: 3 clusters Score -307468.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -307483.375000 Penalty: 842.840515 Iteration 32Q: 3 clusters Score -307483.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9677 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -307496.125000 Penalty: 842.840515 Iteration 33Q: 3 clusters Score -307496.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9717 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -307510.281250 Penalty: 842.840515 Iteration 34Q: 3 clusters Score -307510.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9753 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -307522.437500 Penalty: 842.840515 Iteration 35Q: 3 clusters Score -307522.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -307530.875000 Penalty: 842.840515 Iteration 36Q: 3 clusters Score -307530.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9801 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -307534.406250 Penalty: 842.840515 Iteration 37Q: 3 clusters Score -307534.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9818 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -307536.875000 Penalty: 842.840515 Iteration 38Q: 3 clusters Score -307536.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9830 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -307539.968750 Penalty: 842.840515 Iteration 39Q: 3 clusters Score -307540 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -307541.375000 Penalty: 842.840515 Iteration 40F: 3 clusters Score -307541.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9846 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -307544.531250 Penalty: 842.840515 Iteration 41Q: 3 clusters Score -307544.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9855 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -307546.593750 Penalty: 842.840515 Iteration 42Q: 3 clusters Score -307546.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -307549.031250 Penalty: 842.840515 Iteration 43Q: 3 clusters Score -307549 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9870 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -307550.906250 Penalty: 842.840515 Iteration 44Q: 3 clusters Score -307550.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9876 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -307552.718750 Penalty: 842.840515 Iteration 45Q: 3 clusters Score -307552.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -307553.468750 Penalty: 842.840515 Iteration 46Q: 3 clusters Score -307553.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -307555.750000 Penalty: 842.840515 Iteration 47Q: 3 clusters Score -307555.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -307556.937500 Penalty: 842.840515 Iteration 48Q: 3 clusters Score -307556.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -307556.968750 Penalty: 842.840515 Iteration 49Q: 3 clusters Score -307557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9905 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -307557.968750 Penalty: 842.840515 Iteration 50Q: 3 clusters Score -307558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9910 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -307558.093750 Penalty: 842.840515 Iteration 51Q: 3 clusters Score -307558.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9914 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -307559.625000 Penalty: 842.840515 Iteration 52Q: 3 clusters Score -307559.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9920 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -307560.187500 Penalty: 842.840515 Iteration 53Q: 3 clusters Score -307560.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9923 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -307560.718750 Penalty: 842.840515 Iteration 54Q: 3 clusters Score -307560.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9924 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -307561.031250 Penalty: 842.840515 Iteration 55Q: 3 clusters Score -307561 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -307560.968750 Penalty: 842.840515 Iteration 56Q: 3 clusters Score -307561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -307560.968750 Penalty: 842.840515 Iteration 57F: 3 clusters Score -307561 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (4768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4768 members Entering Unmasked Estep Score: -139076.359375 Penalty: 385.370514 Iteration 0F: 2 clusters Score -139076.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2387 members Entering Unmasked Estep Score: -135849.453125 Penalty: 770.741028 Iteration 0F: 3 clusters Score -135849.5 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -137074.468750 Penalty: 770.741028 Iteration 1F: 3 clusters Score -137074.5 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -137197.312500 Penalty: 770.741028 Iteration 2F: 3 clusters Score -137197.3 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -137318.671875 Penalty: 770.741028 Iteration 3F: 3 clusters Score -137318.7 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -137432.015625 Penalty: 770.741028 Iteration 4F: 3 clusters Score -137432 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -137534.406250 Penalty: 770.741028 Iteration 5Q: 3 clusters Score -137534.4 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -137639.312500 Penalty: 770.741028 Iteration 6Q: 3 clusters Score -137639.3 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -137771.125000 Penalty: 770.741028 Iteration 7Q: 3 clusters Score -137771.1 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -137922.328125 Penalty: 770.741028 Iteration 8Q: 3 clusters Score -137922.3 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -138073.265625 Penalty: 770.741028 Iteration 9Q: 3 clusters Score -138073.3 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -138209.156250 Penalty: 770.741028 Iteration 10Q: 3 clusters Score -138209.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2950 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -138288.218750 Penalty: 770.741028 Iteration 11Q: 3 clusters Score -138288.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -138330.609375 Penalty: 770.741028 Iteration 12Q: 3 clusters Score -138330.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -138352.421875 Penalty: 770.741028 Iteration 13Q: 3 clusters Score -138352.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -138366.015625 Penalty: 770.741028 Iteration 14Q: 3 clusters Score -138366 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -138377.359375 Penalty: 770.741028 Iteration 15Q: 3 clusters Score -138377.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -138382.968750 Penalty: 770.741028 Iteration 16Q: 3 clusters Score -138383 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -138388.234375 Penalty: 770.741028 Iteration 17Q: 3 clusters Score -138388.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3181 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -138395.796875 Penalty: 770.741028 Iteration 18Q: 3 clusters Score -138395.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -138407.453125 Penalty: 770.741028 Iteration 19Q: 3 clusters Score -138407.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -138417.640625 Penalty: 770.741028 Iteration 20F: 3 clusters Score -138417.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -138430.281250 Penalty: 770.741028 Iteration 21Q: 3 clusters Score -138430.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3328 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -138441.625000 Penalty: 770.741028 Iteration 22Q: 3 clusters Score -138441.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -138449.015625 Penalty: 770.741028 Iteration 23Q: 3 clusters Score -138449 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -138457.406250 Penalty: 770.741028 Iteration 24Q: 3 clusters Score -138457.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3423 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -138464.406250 Penalty: 770.741028 Iteration 25Q: 3 clusters Score -138464.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -138470.234375 Penalty: 770.741028 Iteration 26Q: 3 clusters Score -138470.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -138477.937500 Penalty: 770.741028 Iteration 27Q: 3 clusters Score -138477.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -138481.640625 Penalty: 770.741028 Iteration 28Q: 3 clusters Score -138481.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -138485.750000 Penalty: 770.741028 Iteration 29Q: 3 clusters Score -138485.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -138489.687500 Penalty: 770.741028 Iteration 30Q: 3 clusters Score -138489.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -138496.343750 Penalty: 770.741028 Iteration 31Q: 3 clusters Score -138496.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3598 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -138501.687500 Penalty: 770.741028 Iteration 32Q: 3 clusters Score -138501.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -138508.078125 Penalty: 770.741028 Iteration 33Q: 3 clusters Score -138508.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -138512.593750 Penalty: 770.741028 Iteration 34Q: 3 clusters Score -138512.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3664 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -138514.812500 Penalty: 770.741028 Iteration 35Q: 3 clusters Score -138514.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -138517.078125 Penalty: 770.741028 Iteration 36Q: 3 clusters Score -138517.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -138522.015625 Penalty: 770.741028 Iteration 37Q: 3 clusters Score -138522 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3713 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -138526.390625 Penalty: 770.741028 Iteration 38Q: 3 clusters Score -138526.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -138529.093750 Penalty: 770.741028 Iteration 39Q: 3 clusters Score -138529.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -138530.890625 Penalty: 770.741028 Iteration 40F: 3 clusters Score -138530.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -138533.406250 Penalty: 770.741028 Iteration 41Q: 3 clusters Score -138533.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -138536.281250 Penalty: 770.741028 Iteration 42Q: 3 clusters Score -138536.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -138540.843750 Penalty: 770.741028 Iteration 43Q: 3 clusters Score -138540.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -138545.828125 Penalty: 770.741028 Iteration 44Q: 3 clusters Score -138545.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -138550.328125 Penalty: 770.741028 Iteration 45Q: 3 clusters Score -138550.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3841 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -138555.265625 Penalty: 770.741028 Iteration 46Q: 3 clusters Score -138555.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -138563.578125 Penalty: 770.741028 Iteration 47Q: 3 clusters Score -138563.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3899 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -138576.609375 Penalty: 770.741028 Iteration 48Q: 3 clusters Score -138576.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -138593.359375 Penalty: 770.741028 Iteration 49Q: 3 clusters Score -138593.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -138603.437500 Penalty: 770.741028 Iteration 50Q: 3 clusters Score -138603.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3986 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -138614.437500 Penalty: 770.741028 Iteration 51Q: 3 clusters Score -138614.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -138627.406250 Penalty: 770.741028 Iteration 52Q: 3 clusters Score -138627.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -138640.234375 Penalty: 770.741028 Iteration 53Q: 3 clusters Score -138640.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4081 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -138650.812500 Penalty: 770.741028 Iteration 54Q: 3 clusters Score -138650.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4102 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -138658.421875 Penalty: 770.741028 Iteration 55Q: 3 clusters Score -138658.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -138667.109375 Penalty: 770.741028 Iteration 56Q: 3 clusters Score -138667.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4140 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -138675.093750 Penalty: 770.741028 Iteration 57Q: 3 clusters Score -138675.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4163 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -138681.468750 Penalty: 770.741028 Iteration 58Q: 3 clusters Score -138681.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -138687.828125 Penalty: 770.741028 Iteration 59Q: 3 clusters Score -138687.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -138692.390625 Penalty: 770.741028 Iteration 60F: 3 clusters Score -138692.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4224 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -138696.921875 Penalty: 770.741028 Iteration 61Q: 3 clusters Score -138696.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -138700.843750 Penalty: 770.741028 Iteration 62Q: 3 clusters Score -138700.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4255 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -138705.687500 Penalty: 770.741028 Iteration 63Q: 3 clusters Score -138705.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -138711.984375 Penalty: 770.741028 Iteration 64Q: 3 clusters Score -138712 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -138717.390625 Penalty: 770.741028 Iteration 65Q: 3 clusters Score -138717.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4311 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -138721.046875 Penalty: 770.741028 Iteration 66Q: 3 clusters Score -138721 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -138727.609375 Penalty: 770.741028 Iteration 67Q: 3 clusters Score -138727.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -138735.375000 Penalty: 770.741028 Iteration 68Q: 3 clusters Score -138735.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -138742.484375 Penalty: 770.741028 Iteration 69Q: 3 clusters Score -138742.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -138746.234375 Penalty: 770.741028 Iteration 70Q: 3 clusters Score -138746.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -138750.062500 Penalty: 770.741028 Iteration 71Q: 3 clusters Score -138750.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -138753.890625 Penalty: 770.741028 Iteration 72Q: 3 clusters Score -138753.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -138757.906250 Penalty: 770.741028 Iteration 73Q: 3 clusters Score -138757.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -138761.812500 Penalty: 770.741028 Iteration 74Q: 3 clusters Score -138761.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -138764.656250 Penalty: 770.741028 Iteration 75Q: 3 clusters Score -138764.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -138769.875000 Penalty: 770.741028 Iteration 76Q: 3 clusters Score -138769.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -138774.328125 Penalty: 770.741028 Iteration 77Q: 3 clusters Score -138774.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4465 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -138782.265625 Penalty: 770.741028 Iteration 78Q: 3 clusters Score -138782.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -138788.390625 Penalty: 770.741028 Iteration 79Q: 3 clusters Score -138788.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -138792.593750 Penalty: 770.741028 Iteration 80F: 3 clusters Score -138792.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -138793.671875 Penalty: 770.741028 Iteration 81Q: 3 clusters Score -138793.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -138793.984375 Penalty: 770.741028 Iteration 82Q: 3 clusters Score -138794 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -138794.984375 Penalty: 770.741028 Iteration 83Q: 3 clusters Score -138795 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4501 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -138796.046875 Penalty: 770.741028 Iteration 84Q: 3 clusters Score -138796 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -138796.828125 Penalty: 770.741028 Iteration 85Q: 3 clusters Score -138796.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -138798.031250 Penalty: 770.741028 Iteration 86Q: 3 clusters Score -138798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -138798.593750 Penalty: 770.741028 Iteration 87Q: 3 clusters Score -138798.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -138799.531250 Penalty: 770.741028 Iteration 88Q: 3 clusters Score -138799.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -138800.203125 Penalty: 770.741028 Iteration 89Q: 3 clusters Score -138800.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -138800.312500 Penalty: 770.741028 Iteration 90Q: 3 clusters Score -138800.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -138800.468750 Penalty: 770.741028 Iteration 91Q: 3 clusters Score -138800.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -138801.140625 Penalty: 770.741028 Iteration 92Q: 3 clusters Score -138801.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -138801.562500 Penalty: 770.741028 Iteration 93Q: 3 clusters Score -138801.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -138801.843750 Penalty: 770.741028 Iteration 94Q: 3 clusters Score -138801.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -138801.843750 Penalty: 770.741028 Iteration 95F: 3 clusters Score -138801.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (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: -33742.632812 Penalty: 327.210022 Iteration 0F: 2 clusters Score -33742.63 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 656 members Entering Unmasked Estep Score: -32728.226562 Penalty: 654.420044 Iteration 0F: 3 clusters Score -32728.23 nChanged 533 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: -33221.570312 Penalty: 654.420044 Iteration 1F: 3 clusters Score -33221.57 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -33489.265625 Penalty: 654.420044 Iteration 2F: 3 clusters Score -33489.27 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -33630.531250 Penalty: 654.420044 Iteration 3F: 3 clusters Score -33630.53 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -33707.976562 Penalty: 654.420044 Iteration 4F: 3 clusters Score -33707.98 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -33785.542969 Penalty: 654.420044 Iteration 5Q: 3 clusters Score -33785.54 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -33857.609375 Penalty: 654.420044 Iteration 6Q: 3 clusters Score -33857.61 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -33883.285156 Penalty: 654.420044 Iteration 7Q: 3 clusters Score -33883.29 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -33890.175781 Penalty: 654.420044 Iteration 8Q: 3 clusters Score -33890.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -33891.277344 Penalty: 654.420044 Iteration 9Q: 3 clusters Score -33891.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -33892.667969 Penalty: 654.420044 Iteration 10Q: 3 clusters Score -33892.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -33892.941406 Penalty: 654.420044 Iteration 11Q: 3 clusters Score -33892.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -33892.941406 Penalty: 654.420044 Iteration 12F: 3 clusters Score -33892.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 222048 members Mstep: Class 2 contains 13962 members Mstep: Class 3 contains 2032 members Mstep: Class 4 contains 6099 members Mstep: Class 5 contains 1094 members Mstep: Class 6 contains 4767 members Mstep: Class 7 contains 1864 members Mstep: Class 8 contains 10530 members Mstep: Class 9 contains 4768 members Mstep: Class 10 contains 544 members Mstep: Class 11 contains 2285 members Mstep: Class 12 contains 2108 members Mstep: Class 13 contains 7150 members Mstep: Class 14 contains 3002 members Mstep: Class 15 contains 1053 members Mstep: Class 16 contains 406 members Mstep: Class 17 contains 1878 members Mstep: Class 18 contains 286 members Mstep: Class 19 contains 3480 members Mstep: Class 20 contains 20644 members Mstep: Class 21 contains 1282 members Mstep: Class 22 contains 13051 members Mstep: Class 23 contains 3965 members Mstep: Class 24 contains 6431 members Mstep: Class 25 contains 206 members Mstep: Class 26 contains 911 members Mstep: Class 27 contains 695 members Mstep: Class 28 contains 1571 members Mstep: Class 29 contains 2044 members Mstep: Class 30 contains 464 members Mstep: Class 31 contains 336 members Mstep: Class 32 contains 516 members Mstep: Class 33 contains 784 members Entering Unmasked Estep Score: -9338296.000000 Penalty: 19134.117188 Splitting cluster 10 changes total score from -9338393.000000 to -9338296.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 11 (2285 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Entering Unmasked Estep Score: -74814.289062 Penalty: 351.902527 Iteration 0F: 2 clusters Score -74814.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -73189.429688 Penalty: 703.805054 Iteration 0F: 3 clusters Score -73189.43 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -73723.257812 Penalty: 703.805054 Iteration 1F: 3 clusters Score -73723.26 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -73811.773438 Penalty: 703.805054 Iteration 2F: 3 clusters Score -73811.77 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -73895.929688 Penalty: 703.805054 Iteration 3F: 3 clusters Score -73895.93 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -73998.898438 Penalty: 703.805054 Iteration 4F: 3 clusters Score -73998.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -74132.523438 Penalty: 703.805054 Iteration 5F: 3 clusters Score -74132.52 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -74251.921875 Penalty: 703.805054 Iteration 6F: 3 clusters Score -74251.92 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -74333.195312 Penalty: 703.805054 Iteration 7Q: 3 clusters Score -74333.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -74383.320312 Penalty: 703.805054 Iteration 8Q: 3 clusters Score -74383.32 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -74410.976562 Penalty: 703.805054 Iteration 9Q: 3 clusters Score -74410.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -74429.078125 Penalty: 703.805054 Iteration 10Q: 3 clusters Score -74429.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -74437.976562 Penalty: 703.805054 Iteration 11Q: 3 clusters Score -74437.98 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -74445.992188 Penalty: 703.805054 Iteration 12Q: 3 clusters Score -74445.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -74450.500000 Penalty: 703.805054 Iteration 13Q: 3 clusters Score -74450.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -74456.585938 Penalty: 703.805054 Iteration 14Q: 3 clusters Score -74456.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -74461.109375 Penalty: 703.805054 Iteration 15Q: 3 clusters Score -74461.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -74465.632812 Penalty: 703.805054 Iteration 16Q: 3 clusters Score -74465.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -74469.476562 Penalty: 703.805054 Iteration 17Q: 3 clusters Score -74469.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -74477.164062 Penalty: 703.805054 Iteration 18Q: 3 clusters Score -74477.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -74485.117188 Penalty: 703.805054 Iteration 19Q: 3 clusters Score -74485.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -74492.281250 Penalty: 703.805054 Iteration 20F: 3 clusters Score -74492.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -74495.085938 Penalty: 703.805054 Iteration 21Q: 3 clusters Score -74495.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -74497.867188 Penalty: 703.805054 Iteration 22Q: 3 clusters Score -74497.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -74501.437500 Penalty: 703.805054 Iteration 23Q: 3 clusters Score -74501.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -74503.148438 Penalty: 703.805054 Iteration 24Q: 3 clusters Score -74503.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -74503.562500 Penalty: 703.805054 Iteration 25Q: 3 clusters Score -74503.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -74504.593750 Penalty: 703.805054 Iteration 26Q: 3 clusters Score -74504.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -74505.195312 Penalty: 703.805054 Iteration 27Q: 3 clusters Score -74505.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -74506.453125 Penalty: 703.805054 Iteration 28Q: 3 clusters Score -74506.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -74507.500000 Penalty: 703.805054 Iteration 29Q: 3 clusters Score -74507.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -74508.843750 Penalty: 703.805054 Iteration 30Q: 3 clusters Score -74508.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -74511.523438 Penalty: 703.805054 Iteration 31Q: 3 clusters Score -74511.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -74513.125000 Penalty: 703.805054 Iteration 32Q: 3 clusters Score -74513.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -74513.718750 Penalty: 703.805054 Iteration 33Q: 3 clusters Score -74513.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -74515.273438 Penalty: 703.805054 Iteration 34Q: 3 clusters Score -74515.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -74515.710938 Penalty: 703.805054 Iteration 35Q: 3 clusters Score -74515.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -74515.710938 Penalty: 703.805054 Iteration 36F: 3 clusters Score -74515.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (2108 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Entering Unmasked Estep Score: -56066.789062 Penalty: 348.234009 Iteration 0F: 2 clusters Score -56066.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -54588.433594 Penalty: 696.468018 Iteration 0F: 3 clusters Score -54588.43 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -55101.480469 Penalty: 696.468018 Iteration 1F: 3 clusters Score -55101.48 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -55183.957031 Penalty: 696.468018 Iteration 2F: 3 clusters Score -55183.96 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -55248.152344 Penalty: 696.468018 Iteration 3F: 3 clusters Score -55248.15 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -55314.992188 Penalty: 696.468018 Iteration 4Q: 3 clusters Score -55314.99 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -55378.816406 Penalty: 696.468018 Iteration 5Q: 3 clusters Score -55378.82 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -55451.628906 Penalty: 696.468018 Iteration 6Q: 3 clusters Score -55451.63 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -55524.031250 Penalty: 696.468018 Iteration 7Q: 3 clusters Score -55524.03 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -55588.714844 Penalty: 696.468018 Iteration 8Q: 3 clusters Score -55588.71 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -55621.890625 Penalty: 696.468018 Iteration 9Q: 3 clusters Score -55621.89 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -55641.382812 Penalty: 696.468018 Iteration 10Q: 3 clusters Score -55641.38 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -55652.910156 Penalty: 696.468018 Iteration 11Q: 3 clusters Score -55652.91 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -55663.855469 Penalty: 696.468018 Iteration 12Q: 3 clusters Score -55663.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -55672.289062 Penalty: 696.468018 Iteration 13Q: 3 clusters Score -55672.29 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 1724 members Entering Unmasked Estep Score: -55680.003906 Penalty: 696.468018 Iteration 14Q: 3 clusters Score -55680 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -55685.757812 Penalty: 696.468018 Iteration 15Q: 3 clusters Score -55685.76 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -55691.648438 Penalty: 696.468018 Iteration 16Q: 3 clusters Score -55691.65 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -55699.222656 Penalty: 696.468018 Iteration 17Q: 3 clusters Score -55699.22 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -55704.218750 Penalty: 696.468018 Iteration 18Q: 3 clusters Score -55704.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -55707.355469 Penalty: 696.468018 Iteration 19Q: 3 clusters Score -55707.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -55714.945312 Penalty: 696.468018 Iteration 20F: 3 clusters Score -55714.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -55721.140625 Penalty: 696.468018 Iteration 21Q: 3 clusters Score -55721.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -55725.640625 Penalty: 696.468018 Iteration 22Q: 3 clusters Score -55725.64 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -55731.839844 Penalty: 696.468018 Iteration 23Q: 3 clusters Score -55731.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -55738.710938 Penalty: 696.468018 Iteration 24Q: 3 clusters Score -55738.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -55747.160156 Penalty: 696.468018 Iteration 25Q: 3 clusters Score -55747.16 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -55753.578125 Penalty: 696.468018 Iteration 26Q: 3 clusters Score -55753.58 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -55762.242188 Penalty: 696.468018 Iteration 27Q: 3 clusters Score -55762.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -55764.664062 Penalty: 696.468018 Iteration 28Q: 3 clusters Score -55764.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -55767.519531 Penalty: 696.468018 Iteration 29Q: 3 clusters Score -55767.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -55769.570312 Penalty: 696.468018 Iteration 30Q: 3 clusters Score -55769.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -55770.214844 Penalty: 696.468018 Iteration 31Q: 3 clusters Score -55770.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -55771.121094 Penalty: 696.468018 Iteration 32Q: 3 clusters Score -55771.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -55771.691406 Penalty: 696.468018 Iteration 33Q: 3 clusters Score -55771.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -55772.675781 Penalty: 696.468018 Iteration 34Q: 3 clusters Score -55772.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -55773.074219 Penalty: 696.468018 Iteration 35Q: 3 clusters Score -55773.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -55773.140625 Penalty: 696.468018 Iteration 36Q: 3 clusters Score -55773.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -55773.140625 Penalty: 696.468018 Iteration 37F: 3 clusters Score -55773.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7150 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Entering Unmasked Estep Score: -209754.390625 Penalty: 403.806458 Iteration 0F: 2 clusters Score -209754.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -204970.812500 Penalty: 807.612915 Iteration 0F: 3 clusters Score -204970.8 nChanged 3300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -206853.265625 Penalty: 807.612915 Iteration 1F: 3 clusters Score -206853.3 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -207000.515625 Penalty: 807.612915 Iteration 2F: 3 clusters Score -207000.5 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -207135.093750 Penalty: 807.612915 Iteration 3Q: 3 clusters Score -207135.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -207268.109375 Penalty: 807.612915 Iteration 4Q: 3 clusters Score -207268.1 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3808 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -207411.484375 Penalty: 807.612915 Iteration 5Q: 3 clusters Score -207411.5 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3943 members Mstep: Class 2 contains 3207 members Entering Unmasked Estep Score: -207574.671875 Penalty: 807.612915 Iteration 6Q: 3 clusters Score -207574.7 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4098 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -207730.734375 Penalty: 807.612915 Iteration 7Q: 3 clusters Score -207730.7 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -207879.890625 Penalty: 807.612915 Iteration 8Q: 3 clusters Score -207879.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4417 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -208032.109375 Penalty: 807.612915 Iteration 9Q: 3 clusters Score -208032.1 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4565 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -208166.281250 Penalty: 807.612915 Iteration 10Q: 3 clusters Score -208166.3 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4694 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -208279.218750 Penalty: 807.612915 Iteration 11Q: 3 clusters Score -208279.2 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -208373.015625 Penalty: 807.612915 Iteration 12Q: 3 clusters Score -208373 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -208440.718750 Penalty: 807.612915 Iteration 13Q: 3 clusters Score -208440.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -208492.625000 Penalty: 807.612915 Iteration 14Q: 3 clusters Score -208492.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5093 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -208535.859375 Penalty: 807.612915 Iteration 15Q: 3 clusters Score -208535.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -208573.468750 Penalty: 807.612915 Iteration 16Q: 3 clusters Score -208573.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -208601.796875 Penalty: 807.612915 Iteration 17Q: 3 clusters Score -208601.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -208627.593750 Penalty: 807.612915 Iteration 18Q: 3 clusters Score -208627.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5460 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -208655.968750 Penalty: 807.612915 Iteration 19Q: 3 clusters Score -208656 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -208685.671875 Penalty: 807.612915 Iteration 20F: 3 clusters Score -208685.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5632 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -208711.875000 Penalty: 807.612915 Iteration 21Q: 3 clusters Score -208711.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -208749.640625 Penalty: 807.612915 Iteration 22Q: 3 clusters Score -208749.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -208789.281250 Penalty: 807.612915 Iteration 23Q: 3 clusters Score -208789.3 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5918 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -208824.234375 Penalty: 807.612915 Iteration 24Q: 3 clusters Score -208824.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6008 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -208864.703125 Penalty: 807.612915 Iteration 25Q: 3 clusters Score -208864.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6101 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -208907.015625 Penalty: 807.612915 Iteration 26Q: 3 clusters Score -208907 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6175 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -208939.000000 Penalty: 807.612915 Iteration 27Q: 3 clusters Score -208939 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6245 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -208971.750000 Penalty: 807.612915 Iteration 28Q: 3 clusters Score -208971.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6317 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -209002.750000 Penalty: 807.612915 Iteration 29Q: 3 clusters Score -209002.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6384 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -209033.421875 Penalty: 807.612915 Iteration 30Q: 3 clusters Score -209033.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -209069.593750 Penalty: 807.612915 Iteration 31Q: 3 clusters Score -209069.6 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6515 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -209099.203125 Penalty: 807.612915 Iteration 32Q: 3 clusters Score -209099.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -209126.046875 Penalty: 807.612915 Iteration 33Q: 3 clusters Score -209126 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -209146.875000 Penalty: 807.612915 Iteration 34Q: 3 clusters Score -209146.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -209169.562500 Penalty: 807.612915 Iteration 35Q: 3 clusters Score -209169.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6729 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -209194.312500 Penalty: 807.612915 Iteration 36Q: 3 clusters Score -209194.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6775 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -209220.671875 Penalty: 807.612915 Iteration 37Q: 3 clusters Score -209220.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -209252.640625 Penalty: 807.612915 Iteration 38Q: 3 clusters Score -209252.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -209286.015625 Penalty: 807.612915 Iteration 39Q: 3 clusters Score -209286 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6907 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -209305.046875 Penalty: 807.612915 Iteration 40F: 3 clusters Score -209305 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -209315.687500 Penalty: 807.612915 Iteration 41Q: 3 clusters Score -209315.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -209332.765625 Penalty: 807.612915 Iteration 42Q: 3 clusters Score -209332.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6972 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -209342.906250 Penalty: 807.612915 Iteration 43Q: 3 clusters Score -209342.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -209352.375000 Penalty: 807.612915 Iteration 44Q: 3 clusters Score -209352.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6994 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -209357.296875 Penalty: 807.612915 Iteration 45Q: 3 clusters Score -209357.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -209364.250000 Penalty: 807.612915 Iteration 46Q: 3 clusters Score -209364.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7011 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -209369.312500 Penalty: 807.612915 Iteration 47Q: 3 clusters Score -209369.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -209374.187500 Penalty: 807.612915 Iteration 48Q: 3 clusters Score -209374.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -209378.000000 Penalty: 807.612915 Iteration 49Q: 3 clusters Score -209378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -209378.671875 Penalty: 807.612915 Iteration 50Q: 3 clusters Score -209378.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7027 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -209379.500000 Penalty: 807.612915 Iteration 51Q: 3 clusters Score -209379.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7030 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -209380.671875 Penalty: 807.612915 Iteration 52Q: 3 clusters Score -209380.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -209381.781250 Penalty: 807.612915 Iteration 53Q: 3 clusters Score -209381.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -209381.781250 Penalty: 807.612915 Iteration 54F: 3 clusters Score -209381.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Entering Unmasked Estep Score: -89288.132812 Penalty: 364.320068 Iteration 0F: 2 clusters Score -89288.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -87204.890625 Penalty: 728.640137 Iteration 0F: 3 clusters Score -87204.89 nChanged 1336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -87983.312500 Penalty: 728.640137 Iteration 1F: 3 clusters Score -87983.31 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -88084.937500 Penalty: 728.640137 Iteration 2F: 3 clusters Score -88084.94 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -88160.429688 Penalty: 728.640137 Iteration 3F: 3 clusters Score -88160.43 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -88242.164062 Penalty: 728.640137 Iteration 4Q: 3 clusters Score -88242.16 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -88313.960938 Penalty: 728.640137 Iteration 5Q: 3 clusters Score -88313.96 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -88378.742188 Penalty: 728.640137 Iteration 6Q: 3 clusters Score -88378.74 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -88443.992188 Penalty: 728.640137 Iteration 7Q: 3 clusters Score -88443.99 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -88499.085938 Penalty: 728.640137 Iteration 8Q: 3 clusters Score -88499.09 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -88545.148438 Penalty: 728.640137 Iteration 9Q: 3 clusters Score -88545.15 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -88597.695312 Penalty: 728.640137 Iteration 10Q: 3 clusters Score -88597.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -88653.828125 Penalty: 728.640137 Iteration 11Q: 3 clusters Score -88653.83 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -88689.531250 Penalty: 728.640137 Iteration 12Q: 3 clusters Score -88689.53 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -88707.968750 Penalty: 728.640137 Iteration 13Q: 3 clusters Score -88707.97 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 2009 members Entering Unmasked Estep Score: -88723.367188 Penalty: 728.640137 Iteration 14Q: 3 clusters Score -88723.37 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -88736.632812 Penalty: 728.640137 Iteration 15Q: 3 clusters Score -88736.63 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -88747.093750 Penalty: 728.640137 Iteration 16Q: 3 clusters Score -88747.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -88755.039062 Penalty: 728.640137 Iteration 17Q: 3 clusters Score -88755.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -88760.757812 Penalty: 728.640137 Iteration 18Q: 3 clusters Score -88760.76 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -88769.085938 Penalty: 728.640137 Iteration 19Q: 3 clusters Score -88769.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -88781.765625 Penalty: 728.640137 Iteration 20F: 3 clusters Score -88781.77 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -88797.531250 Penalty: 728.640137 Iteration 21Q: 3 clusters Score -88797.53 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -88818.945312 Penalty: 728.640137 Iteration 22Q: 3 clusters Score -88818.95 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -88839.671875 Penalty: 728.640137 Iteration 23Q: 3 clusters Score -88839.67 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -88852.789062 Penalty: 728.640137 Iteration 24Q: 3 clusters Score -88852.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -88868.281250 Penalty: 728.640137 Iteration 25Q: 3 clusters Score -88868.28 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -88884.687500 Penalty: 728.640137 Iteration 26Q: 3 clusters Score -88884.69 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -88898.187500 Penalty: 728.640137 Iteration 27Q: 3 clusters Score -88898.19 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -88910.375000 Penalty: 728.640137 Iteration 28Q: 3 clusters Score -88910.38 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -88926.398438 Penalty: 728.640137 Iteration 29Q: 3 clusters Score -88926.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -88955.078125 Penalty: 728.640137 Iteration 30Q: 3 clusters Score -88955.08 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -88979.023438 Penalty: 728.640137 Iteration 31Q: 3 clusters Score -88979.02 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -89016.601562 Penalty: 728.640137 Iteration 32Q: 3 clusters Score -89016.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -89064.992188 Penalty: 728.640137 Iteration 33Q: 3 clusters Score -89064.99 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -89095.070312 Penalty: 728.640137 Iteration 34Q: 3 clusters Score -89095.07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 2330 members Entering Unmasked Estep Score: -89109.218750 Penalty: 728.640137 Iteration 35Q: 3 clusters Score -89109.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -89116.343750 Penalty: 728.640137 Iteration 36Q: 3 clusters Score -89116.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -89120.937500 Penalty: 728.640137 Iteration 37Q: 3 clusters Score -89120.94 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -89126.500000 Penalty: 728.640137 Iteration 38Q: 3 clusters Score -89126.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -89130.398438 Penalty: 728.640137 Iteration 39Q: 3 clusters Score -89130.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -89139.914062 Penalty: 728.640137 Iteration 40F: 3 clusters Score -89139.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -89148.132812 Penalty: 728.640137 Iteration 41Q: 3 clusters Score -89148.13 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -89153.390625 Penalty: 728.640137 Iteration 42Q: 3 clusters Score -89153.39 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -89156.015625 Penalty: 728.640137 Iteration 43Q: 3 clusters Score -89156.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -89157.664062 Penalty: 728.640137 Iteration 44Q: 3 clusters Score -89157.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -89158.109375 Penalty: 728.640137 Iteration 45Q: 3 clusters Score -89158.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -89158.531250 Penalty: 728.640137 Iteration 46Q: 3 clusters Score -89158.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -89158.437500 Penalty: 728.640137 Iteration 47Q: 3 clusters Score -89158.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -89158.484375 Penalty: 728.640137 Iteration 48Q: 3 clusters Score -89158.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -89158.703125 Penalty: 728.640137 Iteration 49Q: 3 clusters Score -89158.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -89158.703125 Penalty: 728.640137 Iteration 50F: 3 clusters Score -89158.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1053 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Entering Unmasked Estep Score: -31532.769531 Penalty: 316.652649 Iteration 0F: 2 clusters Score -31532.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -30703.759766 Penalty: 633.305298 Iteration 0F: 3 clusters Score -30703.76 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -30954.044922 Penalty: 633.305298 Iteration 1F: 3 clusters Score -30954.04 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -31008.460938 Penalty: 633.305298 Iteration 2F: 3 clusters Score -31008.46 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -31035.474609 Penalty: 633.305298 Iteration 3Q: 3 clusters Score -31035.47 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -31054.076172 Penalty: 633.305298 Iteration 4Q: 3 clusters Score -31054.08 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -31061.873047 Penalty: 633.305298 Iteration 5Q: 3 clusters Score -31061.87 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -31070.853516 Penalty: 633.305298 Iteration 6Q: 3 clusters Score -31070.85 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -31075.818359 Penalty: 633.305298 Iteration 7Q: 3 clusters Score -31075.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -31080.652344 Penalty: 633.305298 Iteration 8Q: 3 clusters Score -31080.65 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -31088.658203 Penalty: 633.305298 Iteration 9Q: 3 clusters Score -31088.66 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -31095.353516 Penalty: 633.305298 Iteration 10Q: 3 clusters Score -31095.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -31101.884766 Penalty: 633.305298 Iteration 11Q: 3 clusters Score -31101.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -31106.570312 Penalty: 633.305298 Iteration 12Q: 3 clusters Score -31106.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -31114.324219 Penalty: 633.305298 Iteration 13Q: 3 clusters Score -31114.32 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -31119.974609 Penalty: 633.305298 Iteration 14Q: 3 clusters Score -31119.97 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -31126.191406 Penalty: 633.305298 Iteration 15Q: 3 clusters Score -31126.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -31132.126953 Penalty: 633.305298 Iteration 16Q: 3 clusters Score -31132.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -31138.011719 Penalty: 633.305298 Iteration 17Q: 3 clusters Score -31138.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -31146.529297 Penalty: 633.305298 Iteration 18Q: 3 clusters Score -31146.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -31150.296875 Penalty: 633.305298 Iteration 19Q: 3 clusters Score -31150.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -31154.574219 Penalty: 633.305298 Iteration 20F: 3 clusters Score -31154.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -31157.484375 Penalty: 633.305298 Iteration 21Q: 3 clusters Score -31157.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -31161.746094 Penalty: 633.305298 Iteration 22Q: 3 clusters Score -31161.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -31164.787109 Penalty: 633.305298 Iteration 23Q: 3 clusters Score -31164.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -31169.539062 Penalty: 633.305298 Iteration 24Q: 3 clusters Score -31169.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -31171.791016 Penalty: 633.305298 Iteration 25Q: 3 clusters Score -31171.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -31174.541016 Penalty: 633.305298 Iteration 26Q: 3 clusters Score -31174.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -31176.699219 Penalty: 633.305298 Iteration 27Q: 3 clusters Score -31176.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -31178.505859 Penalty: 633.305298 Iteration 28Q: 3 clusters Score -31178.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -31179.462891 Penalty: 633.305298 Iteration 29Q: 3 clusters Score -31179.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -31179.896484 Penalty: 633.305298 Iteration 30Q: 3 clusters Score -31179.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -31180.923828 Penalty: 633.305298 Iteration 31Q: 3 clusters Score -31180.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -31181.511719 Penalty: 633.305298 Iteration 32Q: 3 clusters Score -31181.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -31181.787109 Penalty: 633.305298 Iteration 33Q: 3 clusters Score -31181.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -31181.787109 Penalty: 633.305298 Iteration 34F: 3 clusters Score -31181.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (406 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Entering Unmasked Estep Score: -10029.367188 Penalty: 273.289093 Iteration 0F: 2 clusters Score -10029.37 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 212 members Entering Unmasked Estep Score: -9590.149414 Penalty: 546.578186 Iteration 0F: 3 clusters Score -9590.149 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -9711.509766 Penalty: 546.578186 Iteration 1F: 3 clusters Score -9711.51 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -9750.103516 Penalty: 546.578186 Iteration 2F: 3 clusters Score -9750.104 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -9777.536133 Penalty: 546.578186 Iteration 3F: 3 clusters Score -9777.536 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -9804.920898 Penalty: 546.578186 Iteration 4Q: 3 clusters Score -9804.921 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -9824.837891 Penalty: 546.578186 Iteration 5Q: 3 clusters Score -9824.838 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9833.953125 Penalty: 546.578186 Iteration 6Q: 3 clusters Score -9833.953 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -9838.816406 Penalty: 546.578186 Iteration 7Q: 3 clusters Score -9838.816 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -9843.439453 Penalty: 546.578186 Iteration 8Q: 3 clusters Score -9843.439 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -9847.548828 Penalty: 546.578186 Iteration 9Q: 3 clusters Score -9847.549 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -9853.630859 Penalty: 546.578186 Iteration 10Q: 3 clusters Score -9853.631 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -9856.190430 Penalty: 546.578186 Iteration 11Q: 3 clusters Score -9856.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -9856.807617 Penalty: 546.578186 Iteration 12Q: 3 clusters Score -9856.808 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -9858.484375 Penalty: 546.578186 Iteration 13Q: 3 clusters Score -9858.484 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -9861.161133 Penalty: 546.578186 Iteration 14Q: 3 clusters Score -9861.161 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -9862.055664 Penalty: 546.578186 Iteration 15Q: 3 clusters Score -9862.056 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -9864.718750 Penalty: 546.578186 Iteration 16Q: 3 clusters Score -9864.719 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -9866.258789 Penalty: 546.578186 Iteration 17Q: 3 clusters Score -9866.259 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -9867.709961 Penalty: 546.578186 Iteration 18Q: 3 clusters Score -9867.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9868.634766 Penalty: 546.578186 Iteration 19Q: 3 clusters Score -9868.635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -9868.634766 Penalty: 546.578186 Iteration 20F: 3 clusters Score -9868.635 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Entering Unmasked Estep Score: -51128.257812 Penalty: 342.977295 Iteration 0F: 2 clusters Score -51128.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -49786.769531 Penalty: 685.954590 Iteration 0F: 3 clusters Score -49786.77 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -50239.542969 Penalty: 685.954590 Iteration 1F: 3 clusters Score -50239.54 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -50292.597656 Penalty: 685.954590 Iteration 2F: 3 clusters Score -50292.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -50349.503906 Penalty: 685.954590 Iteration 3F: 3 clusters Score -50349.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -50413.398438 Penalty: 685.954590 Iteration 4F: 3 clusters Score -50413.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -50500.382812 Penalty: 685.954590 Iteration 5F: 3 clusters Score -50500.38 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -50590.820312 Penalty: 685.954590 Iteration 6F: 3 clusters Score -50590.82 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -50679.816406 Penalty: 685.954590 Iteration 7F: 3 clusters Score -50679.82 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -50751.578125 Penalty: 685.954590 Iteration 8Q: 3 clusters Score -50751.58 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -50808.664062 Penalty: 685.954590 Iteration 9Q: 3 clusters Score -50808.66 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -50849.511719 Penalty: 685.954590 Iteration 10Q: 3 clusters Score -50849.51 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -50865.691406 Penalty: 685.954590 Iteration 11Q: 3 clusters Score -50865.69 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -50879.777344 Penalty: 685.954590 Iteration 12Q: 3 clusters Score -50879.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -50893.062500 Penalty: 685.954590 Iteration 13Q: 3 clusters Score -50893.06 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -50903.308594 Penalty: 685.954590 Iteration 14Q: 3 clusters Score -50903.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -50912.710938 Penalty: 685.954590 Iteration 15Q: 3 clusters Score -50912.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -50917.632812 Penalty: 685.954590 Iteration 16Q: 3 clusters Score -50917.63 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -50921.812500 Penalty: 685.954590 Iteration 17Q: 3 clusters Score -50921.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -50925.648438 Penalty: 685.954590 Iteration 18Q: 3 clusters Score -50925.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -50927.898438 Penalty: 685.954590 Iteration 19Q: 3 clusters Score -50927.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -50929.160156 Penalty: 685.954590 Iteration 20F: 3 clusters Score -50929.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -50930.027344 Penalty: 685.954590 Iteration 21Q: 3 clusters Score -50930.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -50930.449219 Penalty: 685.954590 Iteration 22Q: 3 clusters Score -50930.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -50930.847656 Penalty: 685.954590 Iteration 23Q: 3 clusters Score -50930.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -50931.000000 Penalty: 685.954590 Iteration 24Q: 3 clusters Score -50931 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -50931.000000 Penalty: 685.954590 Iteration 25F: 3 clusters Score -50931 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (286 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Entering Unmasked Estep Score: -6625.419434 Penalty: 257.347626 Iteration 0F: 2 clusters Score -6625.419 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -6263.945801 Penalty: 514.695251 Iteration 0F: 3 clusters Score -6263.946 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -6348.423828 Penalty: 514.695251 Iteration 1F: 3 clusters Score -6348.424 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -6392.666504 Penalty: 514.695251 Iteration 2F: 3 clusters Score -6392.667 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -6415.386719 Penalty: 514.695251 Iteration 3F: 3 clusters Score -6415.387 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -6424.994141 Penalty: 514.695251 Iteration 4Q: 3 clusters Score -6424.994 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -6437.654785 Penalty: 514.695251 Iteration 5Q: 3 clusters Score -6437.655 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -6446.385254 Penalty: 514.695251 Iteration 6Q: 3 clusters Score -6446.385 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -6453.104004 Penalty: 514.695251 Iteration 7Q: 3 clusters Score -6453.104 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -6455.694824 Penalty: 514.695251 Iteration 8Q: 3 clusters Score -6455.695 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -6456.345215 Penalty: 514.695251 Iteration 9Q: 3 clusters Score -6456.345 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -6457.008789 Penalty: 514.695251 Iteration 10Q: 3 clusters Score -6457.009 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -6457.008789 Penalty: 514.695251 Iteration 11F: 3 clusters Score -6457.009 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (3480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Entering Unmasked Estep Score: -103496.437500 Penalty: 371.042847 Iteration 0F: 2 clusters Score -103496.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -101139.828125 Penalty: 742.085693 Iteration 0F: 3 clusters Score -101139.8 nChanged 1512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -101969.578125 Penalty: 742.085693 Iteration 1F: 3 clusters Score -101969.6 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -102064.734375 Penalty: 742.085693 Iteration 2F: 3 clusters Score -102064.7 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -102149.750000 Penalty: 742.085693 Iteration 3Q: 3 clusters Score -102149.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -102223.414062 Penalty: 742.085693 Iteration 4Q: 3 clusters Score -102223.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2105 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -102299.242188 Penalty: 742.085693 Iteration 5Q: 3 clusters Score -102299.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -102369.218750 Penalty: 742.085693 Iteration 6Q: 3 clusters Score -102369.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -102445.164062 Penalty: 742.085693 Iteration 7Q: 3 clusters Score -102445.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -102516.218750 Penalty: 742.085693 Iteration 8Q: 3 clusters Score -102516.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -102614.695312 Penalty: 742.085693 Iteration 9Q: 3 clusters Score -102614.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -102719.617188 Penalty: 742.085693 Iteration 10Q: 3 clusters Score -102719.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -102813.343750 Penalty: 742.085693 Iteration 11Q: 3 clusters Score -102813.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -102890.679688 Penalty: 742.085693 Iteration 12Q: 3 clusters Score -102890.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -102947.210938 Penalty: 742.085693 Iteration 13Q: 3 clusters Score -102947.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -102992.164062 Penalty: 742.085693 Iteration 14Q: 3 clusters Score -102992.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3038 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -103029.164062 Penalty: 742.085693 Iteration 15Q: 3 clusters Score -103029.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -103056.937500 Penalty: 742.085693 Iteration 16Q: 3 clusters Score -103056.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -103078.507812 Penalty: 742.085693 Iteration 17Q: 3 clusters Score -103078.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -103092.109375 Penalty: 742.085693 Iteration 18Q: 3 clusters Score -103092.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -103102.804688 Penalty: 742.085693 Iteration 19Q: 3 clusters Score -103102.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -103114.906250 Penalty: 742.085693 Iteration 20F: 3 clusters Score -103114.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -103122.671875 Penalty: 742.085693 Iteration 21Q: 3 clusters Score -103122.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3218 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -103130.703125 Penalty: 742.085693 Iteration 22Q: 3 clusters Score -103130.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -103136.718750 Penalty: 742.085693 Iteration 23Q: 3 clusters Score -103136.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -103141.531250 Penalty: 742.085693 Iteration 24Q: 3 clusters Score -103141.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -103149.000000 Penalty: 742.085693 Iteration 25Q: 3 clusters Score -103149 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3260 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -103154.570312 Penalty: 742.085693 Iteration 26Q: 3 clusters Score -103154.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -103161.539062 Penalty: 742.085693 Iteration 27Q: 3 clusters Score -103161.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -103165.851562 Penalty: 742.085693 Iteration 28Q: 3 clusters Score -103165.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -103169.937500 Penalty: 742.085693 Iteration 29Q: 3 clusters Score -103169.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -103173.765625 Penalty: 742.085693 Iteration 30Q: 3 clusters Score -103173.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -103176.429688 Penalty: 742.085693 Iteration 31Q: 3 clusters Score -103176.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -103180.226562 Penalty: 742.085693 Iteration 32Q: 3 clusters Score -103180.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -103182.203125 Penalty: 742.085693 Iteration 33Q: 3 clusters Score -103182.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -103183.765625 Penalty: 742.085693 Iteration 34Q: 3 clusters Score -103183.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -103188.820312 Penalty: 742.085693 Iteration 35Q: 3 clusters Score -103188.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -103194.765625 Penalty: 742.085693 Iteration 36Q: 3 clusters Score -103194.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3327 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -103198.523438 Penalty: 742.085693 Iteration 37Q: 3 clusters Score -103198.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -103199.812500 Penalty: 742.085693 Iteration 38Q: 3 clusters Score -103199.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3332 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -103201.875000 Penalty: 742.085693 Iteration 39Q: 3 clusters Score -103201.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -103202.843750 Penalty: 742.085693 Iteration 40F: 3 clusters Score -103202.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -103203.312500 Penalty: 742.085693 Iteration 41Q: 3 clusters Score -103203.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -103203.382812 Penalty: 742.085693 Iteration 42Q: 3 clusters Score -103203.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -103203.382812 Penalty: 742.085693 Iteration 43F: 3 clusters Score -103203.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (20644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20644 members Entering Unmasked Estep Score: -601191.750000 Penalty: 452.050690 Iteration 0F: 2 clusters Score -601191.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 10368 members Entering Unmasked Estep Score: -587338.187500 Penalty: 904.101379 Iteration 0F: 3 clusters Score -587338.2 nChanged 9852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Mstep: Class 2 contains 10448 members Entering Unmasked Estep Score: -593177.812500 Penalty: 904.101379 Iteration 1F: 3 clusters Score -593177.8 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 10408 members Entering Unmasked Estep Score: -593497.812500 Penalty: 904.101379 Iteration 2Q: 3 clusters Score -593497.8 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -593834.187500 Penalty: 904.101379 Iteration 3Q: 3 clusters Score -593834.2 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -594187.375000 Penalty: 904.101379 Iteration 4Q: 3 clusters Score -594187.4 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10486 members Mstep: Class 2 contains 10158 members Entering Unmasked Estep Score: -594574.125000 Penalty: 904.101379 Iteration 5Q: 3 clusters Score -594574.1 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10559 members Mstep: Class 2 contains 10085 members Entering Unmasked Estep Score: -595017.312500 Penalty: 904.101379 Iteration 6Q: 3 clusters Score -595017.3 nChanged 955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Mstep: Class 2 contains 10054 members Entering Unmasked Estep Score: -595524.750000 Penalty: 904.101379 Iteration 7Q: 3 clusters Score -595524.8 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10534 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -596158.250000 Penalty: 904.101379 Iteration 8Q: 3 clusters Score -596158.2 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10460 members Mstep: Class 2 contains 10184 members Entering Unmasked Estep Score: -596799.875000 Penalty: 904.101379 Iteration 9Q: 3 clusters Score -596799.9 nChanged 882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 10246 members Entering Unmasked Estep Score: -597220.437500 Penalty: 904.101379 Iteration 10Q: 3 clusters Score -597220.4 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 10263 members Entering Unmasked Estep Score: -597428.750000 Penalty: 904.101379 Iteration 11Q: 3 clusters Score -597428.8 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 10277 members Entering Unmasked Estep Score: -597506.250000 Penalty: 904.101379 Iteration 12Q: 3 clusters Score -597506.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 10257 members Entering Unmasked Estep Score: -597549.500000 Penalty: 904.101379 Iteration 13Q: 3 clusters Score -597549.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10409 members Mstep: Class 2 contains 10235 members Entering Unmasked Estep Score: -597577.500000 Penalty: 904.101379 Iteration 14Q: 3 clusters Score -597577.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10410 members Mstep: Class 2 contains 10234 members Entering Unmasked Estep Score: -597606.562500 Penalty: 904.101379 Iteration 15Q: 3 clusters Score -597606.6 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -597638.625000 Penalty: 904.101379 Iteration 16Q: 3 clusters Score -597638.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10391 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -597669.125000 Penalty: 904.101379 Iteration 17Q: 3 clusters Score -597669.1 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10360 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -597694.937500 Penalty: 904.101379 Iteration 18Q: 3 clusters Score -597694.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 10316 members Entering Unmasked Estep Score: -597723.062500 Penalty: 904.101379 Iteration 19Q: 3 clusters Score -597723.1 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10270 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -597753.187500 Penalty: 904.101379 Iteration 20F: 3 clusters Score -597753.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10222 members Mstep: Class 2 contains 10422 members Entering Unmasked Estep Score: -597789.687500 Penalty: 904.101379 Iteration 21Q: 3 clusters Score -597789.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 10478 members Entering Unmasked Estep Score: -597829.437500 Penalty: 904.101379 Iteration 22Q: 3 clusters Score -597829.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 10548 members Entering Unmasked Estep Score: -597882.875000 Penalty: 904.101379 Iteration 23Q: 3 clusters Score -597882.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10019 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -597941.062500 Penalty: 904.101379 Iteration 24Q: 3 clusters Score -597941.1 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 10710 members Entering Unmasked Estep Score: -598001.000000 Penalty: 904.101379 Iteration 25Q: 3 clusters Score -598001 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9828 members Mstep: Class 2 contains 10816 members Entering Unmasked Estep Score: -598056.562500 Penalty: 904.101379 Iteration 26Q: 3 clusters Score -598056.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9712 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -598110.750000 Penalty: 904.101379 Iteration 27Q: 3 clusters Score -598110.8 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9580 members Mstep: Class 2 contains 11064 members Entering Unmasked Estep Score: -598162.312500 Penalty: 904.101379 Iteration 28Q: 3 clusters Score -598162.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9441 members Mstep: Class 2 contains 11203 members Entering Unmasked Estep Score: -598210.375000 Penalty: 904.101379 Iteration 29Q: 3 clusters Score -598210.4 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 11348 members Entering Unmasked Estep Score: -598254.562500 Penalty: 904.101379 Iteration 30Q: 3 clusters Score -598254.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9137 members Mstep: Class 2 contains 11507 members Entering Unmasked Estep Score: -598298.000000 Penalty: 904.101379 Iteration 31Q: 3 clusters Score -598298 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 11672 members Entering Unmasked Estep Score: -598340.937500 Penalty: 904.101379 Iteration 32Q: 3 clusters Score -598340.9 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8819 members Mstep: Class 2 contains 11825 members Entering Unmasked Estep Score: -598379.187500 Penalty: 904.101379 Iteration 33Q: 3 clusters Score -598379.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8684 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -598409.437500 Penalty: 904.101379 Iteration 34Q: 3 clusters Score -598409.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8557 members Mstep: Class 2 contains 12087 members Entering Unmasked Estep Score: -598434.312500 Penalty: 904.101379 Iteration 35Q: 3 clusters Score -598434.3 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8423 members Mstep: Class 2 contains 12221 members Entering Unmasked Estep Score: -598465.375000 Penalty: 904.101379 Iteration 36Q: 3 clusters Score -598465.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8307 members Mstep: Class 2 contains 12337 members Entering Unmasked Estep Score: -598484.250000 Penalty: 904.101379 Iteration 37Q: 3 clusters Score -598484.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 12451 members Entering Unmasked Estep Score: -598510.000000 Penalty: 904.101379 Iteration 38Q: 3 clusters Score -598510 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 12584 members Entering Unmasked Estep Score: -598534.375000 Penalty: 904.101379 Iteration 39Q: 3 clusters Score -598534.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 12716 members Entering Unmasked Estep Score: -598558.062500 Penalty: 904.101379 Iteration 40F: 3 clusters Score -598558.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7800 members Mstep: Class 2 contains 12844 members Entering Unmasked Estep Score: -598587.625000 Penalty: 904.101379 Iteration 41Q: 3 clusters Score -598587.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Mstep: Class 2 contains 12974 members Entering Unmasked Estep Score: -598605.812500 Penalty: 904.101379 Iteration 42Q: 3 clusters Score -598605.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7552 members Mstep: Class 2 contains 13092 members Entering Unmasked Estep Score: -598622.312500 Penalty: 904.101379 Iteration 43Q: 3 clusters Score -598622.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 13197 members Entering Unmasked Estep Score: -598636.937500 Penalty: 904.101379 Iteration 44Q: 3 clusters Score -598636.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7343 members Mstep: Class 2 contains 13301 members Entering Unmasked Estep Score: -598649.062500 Penalty: 904.101379 Iteration 45Q: 3 clusters Score -598649.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7236 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -598661.500000 Penalty: 904.101379 Iteration 46Q: 3 clusters Score -598661.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 13502 members Entering Unmasked Estep Score: -598675.125000 Penalty: 904.101379 Iteration 47Q: 3 clusters Score -598675.1 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 13606 members Entering Unmasked Estep Score: -598684.750000 Penalty: 904.101379 Iteration 48Q: 3 clusters Score -598684.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 13729 members Entering Unmasked Estep Score: -598701.875000 Penalty: 904.101379 Iteration 49Q: 3 clusters Score -598701.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6792 members Mstep: Class 2 contains 13852 members Entering Unmasked Estep Score: -598721.812500 Penalty: 904.101379 Iteration 50Q: 3 clusters Score -598721.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6659 members Mstep: Class 2 contains 13985 members Entering Unmasked Estep Score: -598743.125000 Penalty: 904.101379 Iteration 51Q: 3 clusters Score -598743.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 14128 members Entering Unmasked Estep Score: -598761.937500 Penalty: 904.101379 Iteration 52Q: 3 clusters Score -598761.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 14272 members Entering Unmasked Estep Score: -598787.937500 Penalty: 904.101379 Iteration 53Q: 3 clusters Score -598787.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 14424 members Entering Unmasked Estep Score: -598807.937500 Penalty: 904.101379 Iteration 54Q: 3 clusters Score -598807.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6094 members Mstep: Class 2 contains 14550 members Entering Unmasked Estep Score: -598827.562500 Penalty: 904.101379 Iteration 55Q: 3 clusters Score -598827.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5981 members Mstep: Class 2 contains 14663 members Entering Unmasked Estep Score: -598842.562500 Penalty: 904.101379 Iteration 56Q: 3 clusters Score -598842.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 14774 members Entering Unmasked Estep Score: -598859.437500 Penalty: 904.101379 Iteration 57Q: 3 clusters Score -598859.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5757 members Mstep: Class 2 contains 14887 members Entering Unmasked Estep Score: -598870.750000 Penalty: 904.101379 Iteration 58Q: 3 clusters Score -598870.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 14999 members Entering Unmasked Estep Score: -598882.875000 Penalty: 904.101379 Iteration 59Q: 3 clusters Score -598882.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5525 members Mstep: Class 2 contains 15119 members Entering Unmasked Estep Score: -598900.375000 Penalty: 904.101379 Iteration 60F: 3 clusters Score -598900.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 15232 members Entering Unmasked Estep Score: -598914.187500 Penalty: 904.101379 Iteration 61Q: 3 clusters Score -598914.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5299 members Mstep: Class 2 contains 15345 members Entering Unmasked Estep Score: -598930.687500 Penalty: 904.101379 Iteration 62Q: 3 clusters Score -598930.7 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 15468 members Entering Unmasked Estep Score: -598946.125000 Penalty: 904.101379 Iteration 63Q: 3 clusters Score -598946.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 15602 members Entering Unmasked Estep Score: -598968.812500 Penalty: 904.101379 Iteration 64Q: 3 clusters Score -598968.8 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 15754 members Entering Unmasked Estep Score: -598995.000000 Penalty: 904.101379 Iteration 65Q: 3 clusters Score -598995 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 15899 members Entering Unmasked Estep Score: -599018.687500 Penalty: 904.101379 Iteration 66Q: 3 clusters Score -599018.7 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 16056 members Entering Unmasked Estep Score: -599048.062500 Penalty: 904.101379 Iteration 67Q: 3 clusters Score -599048.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 16254 members Entering Unmasked Estep Score: -599095.687500 Penalty: 904.101379 Iteration 68Q: 3 clusters Score -599095.7 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4189 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -599142.625000 Penalty: 904.101379 Iteration 69Q: 3 clusters Score -599142.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 16651 members Entering Unmasked Estep Score: -599189.937500 Penalty: 904.101379 Iteration 70Q: 3 clusters Score -599189.9 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 16870 members Entering Unmasked Estep Score: -599256.750000 Penalty: 904.101379 Iteration 71Q: 3 clusters Score -599256.8 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 17116 members Entering Unmasked Estep Score: -599339.875000 Penalty: 904.101379 Iteration 72Q: 3 clusters Score -599339.9 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 17396 members Entering Unmasked Estep Score: -599438.187500 Penalty: 904.101379 Iteration 73Q: 3 clusters Score -599438.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 17690 members Entering Unmasked Estep Score: -599552.312500 Penalty: 904.101379 Iteration 74Q: 3 clusters Score -599552.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2646 members Mstep: Class 2 contains 17998 members Entering Unmasked Estep Score: -599683.187500 Penalty: 904.101379 Iteration 75Q: 3 clusters Score -599683.2 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 18305 members Entering Unmasked Estep Score: -599820.625000 Penalty: 904.101379 Iteration 76Q: 3 clusters Score -599820.6 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 18622 members Entering Unmasked Estep Score: -599977.875000 Penalty: 904.101379 Iteration 77Q: 3 clusters Score -599977.9 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 18909 members Entering Unmasked Estep Score: -600125.000000 Penalty: 904.101379 Iteration 78Q: 3 clusters Score -600125 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 19184 members Entering Unmasked Estep Score: -600267.375000 Penalty: 904.101379 Iteration 79Q: 3 clusters Score -600267.4 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 19399 members Entering Unmasked Estep Score: -600362.937500 Penalty: 904.101379 Iteration 80F: 3 clusters Score -600362.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 19578 members Entering Unmasked Estep Score: -600436.062500 Penalty: 904.101379 Iteration 81Q: 3 clusters Score -600436.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 19739 members Entering Unmasked Estep Score: -600507.187500 Penalty: 904.101379 Iteration 82Q: 3 clusters Score -600507.2 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 19871 members Entering Unmasked Estep Score: -600576.375000 Penalty: 904.101379 Iteration 83Q: 3 clusters Score -600576.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 19980 members Entering Unmasked Estep Score: -600634.125000 Penalty: 904.101379 Iteration 84Q: 3 clusters Score -600634.1 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 20069 members Entering Unmasked Estep Score: -600682.375000 Penalty: 904.101379 Iteration 85Q: 3 clusters Score -600682.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 20136 members Entering Unmasked Estep Score: -600710.875000 Penalty: 904.101379 Iteration 86Q: 3 clusters Score -600710.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 20189 members Entering Unmasked Estep Score: -600734.125000 Penalty: 904.101379 Iteration 87Q: 3 clusters Score -600734.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 20227 members Entering Unmasked Estep Score: -600754.875000 Penalty: 904.101379 Iteration 88Q: 3 clusters Score -600754.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 20255 members Entering Unmasked Estep Score: -600770.750000 Penalty: 904.101379 Iteration 89Q: 3 clusters Score -600770.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 20282 members Entering Unmasked Estep Score: -600786.062500 Penalty: 904.101379 Iteration 90Q: 3 clusters Score -600786.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 20311 members Entering Unmasked Estep Score: -600799.062500 Penalty: 904.101379 Iteration 91Q: 3 clusters Score -600799.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 20335 members Entering Unmasked Estep Score: -600808.187500 Penalty: 904.101379 Iteration 92Q: 3 clusters Score -600808.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 20346 members Entering Unmasked Estep Score: -600815.250000 Penalty: 904.101379 Iteration 93Q: 3 clusters Score -600815.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 20360 members Entering Unmasked Estep Score: -600823.875000 Penalty: 904.101379 Iteration 94Q: 3 clusters Score -600823.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 20371 members Entering Unmasked Estep Score: -600828.812500 Penalty: 904.101379 Iteration 95Q: 3 clusters Score -600828.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 20379 members Entering Unmasked Estep Score: -600831.625000 Penalty: 904.101379 Iteration 96Q: 3 clusters Score -600831.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 20385 members Entering Unmasked Estep Score: -600834.937500 Penalty: 904.101379 Iteration 97Q: 3 clusters Score -600834.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 20388 members Entering Unmasked Estep Score: -600837.937500 Penalty: 904.101379 Iteration 98Q: 3 clusters Score -600837.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 20394 members Entering Unmasked Estep Score: -600839.375000 Penalty: 904.101379 Iteration 99Q: 3 clusters Score -600839.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 20399 members Entering Unmasked Estep Score: -600840.875000 Penalty: 904.101379 Iteration 100F: 3 clusters Score -600840.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 20404 members Entering Unmasked Estep Score: -600844.937500 Penalty: 904.101379 Iteration 101Q: 3 clusters Score -600844.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 20408 members Entering Unmasked Estep Score: -600850.125000 Penalty: 904.101379 Iteration 102Q: 3 clusters Score -600850.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 20416 members Entering Unmasked Estep Score: -600859.250000 Penalty: 904.101379 Iteration 103Q: 3 clusters Score -600859.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 20427 members Entering Unmasked Estep Score: -600869.562500 Penalty: 904.101379 Iteration 104Q: 3 clusters Score -600869.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 20429 members Entering Unmasked Estep Score: -600871.375000 Penalty: 904.101379 Iteration 105Q: 3 clusters Score -600871.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -600872.312500 Penalty: 904.101379 Iteration 106Q: 3 clusters Score -600872.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 20429 members Entering Unmasked Estep Score: -600872.937500 Penalty: 904.101379 Iteration 107Q: 3 clusters Score -600872.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -600873.312500 Penalty: 904.101379 Iteration 108Q: 3 clusters Score -600873.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 20433 members Entering Unmasked Estep Score: -600875.187500 Penalty: 904.101379 Iteration 109Q: 3 clusters Score -600875.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -600875.437500 Penalty: 904.101379 Iteration 110Q: 3 clusters Score -600875.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 20432 members Entering Unmasked Estep Score: -600875.437500 Penalty: 904.101379 Iteration 111F: 3 clusters Score -600875.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (1282 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Entering Unmasked Estep Score: -30036.142578 Penalty: 325.606049 Iteration 0F: 2 clusters Score -30036.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -29058.687500 Penalty: 651.212097 Iteration 0F: 3 clusters Score -29058.69 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -29415.476562 Penalty: 651.212097 Iteration 1F: 3 clusters Score -29415.48 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -29487.417969 Penalty: 651.212097 Iteration 2F: 3 clusters Score -29487.42 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -29526.755859 Penalty: 651.212097 Iteration 3Q: 3 clusters Score -29526.76 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -29556.664062 Penalty: 651.212097 Iteration 4Q: 3 clusters Score -29556.66 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -29574.005859 Penalty: 651.212097 Iteration 5Q: 3 clusters Score -29574.01 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -29590.593750 Penalty: 651.212097 Iteration 6Q: 3 clusters Score -29590.59 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -29613.185547 Penalty: 651.212097 Iteration 7Q: 3 clusters Score -29613.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -29631.869141 Penalty: 651.212097 Iteration 8Q: 3 clusters Score -29631.87 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -29642.837891 Penalty: 651.212097 Iteration 9Q: 3 clusters Score -29642.84 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -29653.841797 Penalty: 651.212097 Iteration 10Q: 3 clusters Score -29653.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -29666.667969 Penalty: 651.212097 Iteration 11Q: 3 clusters Score -29666.67 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -29683.849609 Penalty: 651.212097 Iteration 12Q: 3 clusters Score -29683.85 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -29702.003906 Penalty: 651.212097 Iteration 13Q: 3 clusters Score -29702 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -29718.244141 Penalty: 651.212097 Iteration 14Q: 3 clusters Score -29718.24 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -29735.851562 Penalty: 651.212097 Iteration 15Q: 3 clusters Score -29735.85 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -29752.472656 Penalty: 651.212097 Iteration 16Q: 3 clusters Score -29752.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -29765.414062 Penalty: 651.212097 Iteration 17Q: 3 clusters Score -29765.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -29774.451172 Penalty: 651.212097 Iteration 18Q: 3 clusters Score -29774.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -29780.871094 Penalty: 651.212097 Iteration 19Q: 3 clusters Score -29780.87 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -29784.216797 Penalty: 651.212097 Iteration 20F: 3 clusters Score -29784.22 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -29788.537109 Penalty: 651.212097 Iteration 21Q: 3 clusters Score -29788.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -29792.423828 Penalty: 651.212097 Iteration 22Q: 3 clusters Score -29792.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -29795.062500 Penalty: 651.212097 Iteration 23Q: 3 clusters Score -29795.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -29797.615234 Penalty: 651.212097 Iteration 24Q: 3 clusters Score -29797.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -29799.302734 Penalty: 651.212097 Iteration 25Q: 3 clusters Score -29799.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -29799.546875 Penalty: 651.212097 Iteration 26Q: 3 clusters Score -29799.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -29799.546875 Penalty: 651.212097 Iteration 27F: 3 clusters Score -29799.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (13051 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13051 members Entering Unmasked Estep Score: -396829.031250 Penalty: 431.186188 Iteration 0F: 2 clusters Score -396829 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 6505 members Entering Unmasked Estep Score: -388050.625000 Penalty: 862.372375 Iteration 0F: 3 clusters Score -388050.6 nChanged 6204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6404 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -391939.625000 Penalty: 862.372375 Iteration 1F: 3 clusters Score -391939.6 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 6689 members Entering Unmasked Estep Score: -392409.593750 Penalty: 862.372375 Iteration 2F: 3 clusters Score -392409.6 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 6747 members Entering Unmasked Estep Score: -392918.250000 Penalty: 862.372375 Iteration 3F: 3 clusters Score -392918.2 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6233 members Mstep: Class 2 contains 6818 members Entering Unmasked Estep Score: -393414.156250 Penalty: 862.372375 Iteration 4F: 3 clusters Score -393414.2 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -393865.437500 Penalty: 862.372375 Iteration 5F: 3 clusters Score -393865.4 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6043 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -394259.375000 Penalty: 862.372375 Iteration 6Q: 3 clusters Score -394259.4 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -394517.625000 Penalty: 862.372375 Iteration 7Q: 3 clusters Score -394517.6 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 7237 members Entering Unmasked Estep Score: -394632.156250 Penalty: 862.372375 Iteration 8Q: 3 clusters Score -394632.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -394682.718750 Penalty: 862.372375 Iteration 9Q: 3 clusters Score -394682.7 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -394718.687500 Penalty: 862.372375 Iteration 10Q: 3 clusters Score -394718.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -394760.843750 Penalty: 862.372375 Iteration 11Q: 3 clusters Score -394760.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 7777 members Entering Unmasked Estep Score: -394809.093750 Penalty: 862.372375 Iteration 12Q: 3 clusters Score -394809.1 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -394865.218750 Penalty: 862.372375 Iteration 13Q: 3 clusters Score -394865.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -394930.437500 Penalty: 862.372375 Iteration 14Q: 3 clusters Score -394930.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -394993.062500 Penalty: 862.372375 Iteration 15Q: 3 clusters Score -394993.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4492 members Mstep: Class 2 contains 8559 members Entering Unmasked Estep Score: -395056.687500 Penalty: 862.372375 Iteration 16Q: 3 clusters Score -395056.7 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 8770 members Entering Unmasked Estep Score: -395120.125000 Penalty: 862.372375 Iteration 17Q: 3 clusters Score -395120.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -395176.687500 Penalty: 862.372375 Iteration 18Q: 3 clusters Score -395176.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 9144 members Entering Unmasked Estep Score: -395232.687500 Penalty: 862.372375 Iteration 19Q: 3 clusters Score -395232.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 9337 members Entering Unmasked Estep Score: -395293.375000 Penalty: 862.372375 Iteration 20F: 3 clusters Score -395293.4 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -395352.437500 Penalty: 862.372375 Iteration 21Q: 3 clusters Score -395352.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 9691 members Entering Unmasked Estep Score: -395403.218750 Penalty: 862.372375 Iteration 22Q: 3 clusters Score -395403.2 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 9854 members Entering Unmasked Estep Score: -395447.062500 Penalty: 862.372375 Iteration 23Q: 3 clusters Score -395447.1 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 10029 members Entering Unmasked Estep Score: -395506.093750 Penalty: 862.372375 Iteration 24Q: 3 clusters Score -395506.1 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 10218 members Entering Unmasked Estep Score: -395577.718750 Penalty: 862.372375 Iteration 25Q: 3 clusters Score -395577.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 10407 members Entering Unmasked Estep Score: -395644.500000 Penalty: 862.372375 Iteration 26Q: 3 clusters Score -395644.5 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 10578 members Entering Unmasked Estep Score: -395703.593750 Penalty: 862.372375 Iteration 27Q: 3 clusters Score -395703.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 10747 members Entering Unmasked Estep Score: -395764.250000 Penalty: 862.372375 Iteration 28Q: 3 clusters Score -395764.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2153 members Mstep: Class 2 contains 10898 members Entering Unmasked Estep Score: -395819.968750 Penalty: 862.372375 Iteration 29Q: 3 clusters Score -395820 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 11064 members Entering Unmasked Estep Score: -395889.406250 Penalty: 862.372375 Iteration 30Q: 3 clusters Score -395889.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 11223 members Entering Unmasked Estep Score: -395964.750000 Penalty: 862.372375 Iteration 31Q: 3 clusters Score -395964.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 11394 members Entering Unmasked Estep Score: -396047.187500 Penalty: 862.372375 Iteration 32Q: 3 clusters Score -396047.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 11562 members Entering Unmasked Estep Score: -396129.968750 Penalty: 862.372375 Iteration 33Q: 3 clusters Score -396130 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -396211.125000 Penalty: 862.372375 Iteration 34Q: 3 clusters Score -396211.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 11858 members Entering Unmasked Estep Score: -396301.437500 Penalty: 862.372375 Iteration 35Q: 3 clusters Score -396301.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 11993 members Entering Unmasked Estep Score: -396386.093750 Penalty: 862.372375 Iteration 36Q: 3 clusters Score -396386.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 12092 members Entering Unmasked Estep Score: -396443.000000 Penalty: 862.372375 Iteration 37Q: 3 clusters Score -396443 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 12172 members Entering Unmasked Estep Score: -396483.718750 Penalty: 862.372375 Iteration 38Q: 3 clusters Score -396483.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 12229 members Entering Unmasked Estep Score: -396516.125000 Penalty: 862.372375 Iteration 39Q: 3 clusters Score -396516.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 12273 members Entering Unmasked Estep Score: -396543.781250 Penalty: 862.372375 Iteration 40F: 3 clusters Score -396543.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 12312 members Entering Unmasked Estep Score: -396564.406250 Penalty: 862.372375 Iteration 41Q: 3 clusters Score -396564.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 12345 members Entering Unmasked Estep Score: -396579.031250 Penalty: 862.372375 Iteration 42Q: 3 clusters Score -396579 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -396592.937500 Penalty: 862.372375 Iteration 43Q: 3 clusters Score -396592.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -396602.562500 Penalty: 862.372375 Iteration 44Q: 3 clusters Score -396602.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 12422 members Entering Unmasked Estep Score: -396613.687500 Penalty: 862.372375 Iteration 45Q: 3 clusters Score -396613.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 12445 members Entering Unmasked Estep Score: -396629.125000 Penalty: 862.372375 Iteration 46Q: 3 clusters Score -396629.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -396637.406250 Penalty: 862.372375 Iteration 47Q: 3 clusters Score -396637.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 12482 members Entering Unmasked Estep Score: -396645.406250 Penalty: 862.372375 Iteration 48Q: 3 clusters Score -396645.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 12493 members Entering Unmasked Estep Score: -396651.500000 Penalty: 862.372375 Iteration 49Q: 3 clusters Score -396651.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 12502 members Entering Unmasked Estep Score: -396654.500000 Penalty: 862.372375 Iteration 50Q: 3 clusters Score -396654.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -396658.375000 Penalty: 862.372375 Iteration 51Q: 3 clusters Score -396658.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 12509 members Entering Unmasked Estep Score: -396660.593750 Penalty: 862.372375 Iteration 52Q: 3 clusters Score -396660.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -396660.531250 Penalty: 862.372375 Iteration 53Q: 3 clusters Score -396660.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 12517 members Entering Unmasked Estep Score: -396661.218750 Penalty: 862.372375 Iteration 54Q: 3 clusters Score -396661.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -396660.937500 Penalty: 862.372375 Iteration 55Q: 3 clusters Score -396660.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 12522 members Entering Unmasked Estep Score: -396661.312500 Penalty: 862.372375 Iteration 56Q: 3 clusters Score -396661.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -396662.437500 Penalty: 862.372375 Iteration 57Q: 3 clusters Score -396662.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -396663.687500 Penalty: 862.372375 Iteration 58Q: 3 clusters Score -396663.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -396665.187500 Penalty: 862.372375 Iteration 59Q: 3 clusters Score -396665.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -396666.343750 Penalty: 862.372375 Iteration 60F: 3 clusters Score -396666.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 12530 members Entering Unmasked Estep Score: -396667.250000 Penalty: 862.372375 Iteration 61Q: 3 clusters Score -396667.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 12529 members Entering Unmasked Estep Score: -396668.781250 Penalty: 862.372375 Iteration 62Q: 3 clusters Score -396668.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 12533 members Entering Unmasked Estep Score: -396671.062500 Penalty: 862.372375 Iteration 63Q: 3 clusters Score -396671.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 12533 members Entering Unmasked Estep Score: -396672.593750 Penalty: 862.372375 Iteration 64Q: 3 clusters Score -396672.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 12534 members Entering Unmasked Estep Score: -396672.843750 Penalty: 862.372375 Iteration 65Q: 3 clusters Score -396672.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 12536 members Entering Unmasked Estep Score: -396672.500000 Penalty: 862.372375 Iteration 66Q: 3 clusters Score -396672.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 12537 members Entering Unmasked Estep Score: -396672.656250 Penalty: 862.372375 Iteration 67Q: 3 clusters Score -396672.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -396673.125000 Penalty: 862.372375 Iteration 68Q: 3 clusters Score -396673.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -396673.125000 Penalty: 862.372375 Iteration 69F: 3 clusters Score -396673.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (3965 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Entering Unmasked Estep Score: -121520.062500 Penalty: 376.979370 Iteration 0F: 2 clusters Score -121520.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -118805.296875 Penalty: 753.958740 Iteration 0F: 3 clusters Score -118805.3 nChanged 1789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -119775.140625 Penalty: 753.958740 Iteration 1F: 3 clusters Score -119775.1 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -119961.929688 Penalty: 753.958740 Iteration 2F: 3 clusters Score -119961.9 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -120170.234375 Penalty: 753.958740 Iteration 3F: 3 clusters Score -120170.2 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -120344.328125 Penalty: 753.958740 Iteration 4F: 3 clusters Score -120344.3 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -120507.710938 Penalty: 753.958740 Iteration 5F: 3 clusters Score -120507.7 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -120664.367188 Penalty: 753.958740 Iteration 6Q: 3 clusters Score -120664.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -120803.007812 Penalty: 753.958740 Iteration 7Q: 3 clusters Score -120803 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -120890.226562 Penalty: 753.958740 Iteration 8Q: 3 clusters Score -120890.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -120949.601562 Penalty: 753.958740 Iteration 9Q: 3 clusters Score -120949.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -120986.710938 Penalty: 753.958740 Iteration 10Q: 3 clusters Score -120986.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -121010.492188 Penalty: 753.958740 Iteration 11Q: 3 clusters Score -121010.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -121030.546875 Penalty: 753.958740 Iteration 12Q: 3 clusters Score -121030.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -121048.164062 Penalty: 753.958740 Iteration 13Q: 3 clusters Score -121048.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -121060.031250 Penalty: 753.958740 Iteration 14Q: 3 clusters Score -121060 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -121070.914062 Penalty: 753.958740 Iteration 15Q: 3 clusters Score -121070.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -121084.500000 Penalty: 753.958740 Iteration 16Q: 3 clusters Score -121084.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3509 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -121095.242188 Penalty: 753.958740 Iteration 17Q: 3 clusters Score -121095.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -121105.140625 Penalty: 753.958740 Iteration 18Q: 3 clusters Score -121105.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -121117.304688 Penalty: 753.958740 Iteration 19Q: 3 clusters Score -121117.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -121125.195312 Penalty: 753.958740 Iteration 20F: 3 clusters Score -121125.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -121131.718750 Penalty: 753.958740 Iteration 21Q: 3 clusters Score -121131.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -121138.976562 Penalty: 753.958740 Iteration 22Q: 3 clusters Score -121139 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -121149.039062 Penalty: 753.958740 Iteration 23Q: 3 clusters Score -121149 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -121157.656250 Penalty: 753.958740 Iteration 24Q: 3 clusters Score -121157.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -121163.960938 Penalty: 753.958740 Iteration 25Q: 3 clusters Score -121164 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -121170.523438 Penalty: 753.958740 Iteration 26Q: 3 clusters Score -121170.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -121175.929688 Penalty: 753.958740 Iteration 27Q: 3 clusters Score -121175.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -121179.765625 Penalty: 753.958740 Iteration 28Q: 3 clusters Score -121179.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -121182.757812 Penalty: 753.958740 Iteration 29Q: 3 clusters Score -121182.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -121185.726562 Penalty: 753.958740 Iteration 30Q: 3 clusters Score -121185.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -121188.898438 Penalty: 753.958740 Iteration 31Q: 3 clusters Score -121188.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -121191.250000 Penalty: 753.958740 Iteration 32Q: 3 clusters Score -121191.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -121193.859375 Penalty: 753.958740 Iteration 33Q: 3 clusters Score -121193.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -121195.851562 Penalty: 753.958740 Iteration 34Q: 3 clusters Score -121195.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -121197.289062 Penalty: 753.958740 Iteration 35Q: 3 clusters Score -121197.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -121197.179688 Penalty: 753.958740 Iteration 36Q: 3 clusters Score -121197.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3736 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -121197.820312 Penalty: 753.958740 Iteration 37Q: 3 clusters Score -121197.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -121198.125000 Penalty: 753.958740 Iteration 38Q: 3 clusters Score -121198.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3740 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -121199.031250 Penalty: 753.958740 Iteration 39Q: 3 clusters Score -121199 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -121201.007812 Penalty: 753.958740 Iteration 40F: 3 clusters Score -121201 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -121203.046875 Penalty: 753.958740 Iteration 41Q: 3 clusters Score -121203 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -121205.070312 Penalty: 753.958740 Iteration 42Q: 3 clusters Score -121205.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -121206.898438 Penalty: 753.958740 Iteration 43Q: 3 clusters Score -121206.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -121208.414062 Penalty: 753.958740 Iteration 44Q: 3 clusters Score -121208.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -121208.796875 Penalty: 753.958740 Iteration 45Q: 3 clusters Score -121208.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -121209.289062 Penalty: 753.958740 Iteration 46Q: 3 clusters Score -121209.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -121209.289062 Penalty: 753.958740 Iteration 47F: 3 clusters Score -121209.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (6431 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Entering Unmasked Estep Score: -178730.703125 Penalty: 398.984283 Iteration 0F: 2 clusters Score -178730.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -174409.031250 Penalty: 797.968567 Iteration 0F: 3 clusters Score -174409 nChanged 2958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3227 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -176152.562500 Penalty: 797.968567 Iteration 1F: 3 clusters Score -176152.6 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3222 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -176450.703125 Penalty: 797.968567 Iteration 2F: 3 clusters Score -176450.7 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -176801.765625 Penalty: 797.968567 Iteration 3F: 3 clusters Score -176801.8 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 3190 members Entering Unmasked Estep Score: -177137.140625 Penalty: 797.968567 Iteration 4F: 3 clusters Score -177137.1 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -177360.531250 Penalty: 797.968567 Iteration 5F: 3 clusters Score -177360.5 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -177457.062500 Penalty: 797.968567 Iteration 6Q: 3 clusters Score -177457.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3343 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -177504.515625 Penalty: 797.968567 Iteration 7Q: 3 clusters Score -177504.5 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3396 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -177534.218750 Penalty: 797.968567 Iteration 8Q: 3 clusters Score -177534.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -177557.109375 Penalty: 797.968567 Iteration 9Q: 3 clusters Score -177557.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3493 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -177577.625000 Penalty: 797.968567 Iteration 10Q: 3 clusters Score -177577.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -177607.828125 Penalty: 797.968567 Iteration 11Q: 3 clusters Score -177607.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 2851 members Entering Unmasked Estep Score: -177637.875000 Penalty: 797.968567 Iteration 12Q: 3 clusters Score -177637.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -177666.406250 Penalty: 797.968567 Iteration 13Q: 3 clusters Score -177666.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -177692.687500 Penalty: 797.968567 Iteration 14Q: 3 clusters Score -177692.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 2737 members Entering Unmasked Estep Score: -177719.593750 Penalty: 797.968567 Iteration 15Q: 3 clusters Score -177719.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3751 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -177754.859375 Penalty: 797.968567 Iteration 16Q: 3 clusters Score -177754.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3816 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -177790.656250 Penalty: 797.968567 Iteration 17Q: 3 clusters Score -177790.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -177815.687500 Penalty: 797.968567 Iteration 18Q: 3 clusters Score -177815.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3916 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -177837.765625 Penalty: 797.968567 Iteration 19Q: 3 clusters Score -177837.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -177862.250000 Penalty: 797.968567 Iteration 20F: 3 clusters Score -177862.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -177887.296875 Penalty: 797.968567 Iteration 21Q: 3 clusters Score -177887.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -177911.046875 Penalty: 797.968567 Iteration 22Q: 3 clusters Score -177911 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -177930.968750 Penalty: 797.968567 Iteration 23Q: 3 clusters Score -177931 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -177948.906250 Penalty: 797.968567 Iteration 24Q: 3 clusters Score -177948.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4257 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -177960.703125 Penalty: 797.968567 Iteration 25Q: 3 clusters Score -177960.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -177974.937500 Penalty: 797.968567 Iteration 26Q: 3 clusters Score -177974.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4354 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -177987.156250 Penalty: 797.968567 Iteration 27Q: 3 clusters Score -177987.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -177996.609375 Penalty: 797.968567 Iteration 28Q: 3 clusters Score -177996.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -178006.656250 Penalty: 797.968567 Iteration 29Q: 3 clusters Score -178006.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4479 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -178016.718750 Penalty: 797.968567 Iteration 30Q: 3 clusters Score -178016.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -178021.781250 Penalty: 797.968567 Iteration 31Q: 3 clusters Score -178021.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4530 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -178027.281250 Penalty: 797.968567 Iteration 32Q: 3 clusters Score -178027.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -178033.500000 Penalty: 797.968567 Iteration 33Q: 3 clusters Score -178033.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4588 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -178039.953125 Penalty: 797.968567 Iteration 34Q: 3 clusters Score -178040 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -178045.875000 Penalty: 797.968567 Iteration 35Q: 3 clusters Score -178045.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4634 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -178050.140625 Penalty: 797.968567 Iteration 36Q: 3 clusters Score -178050.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4653 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -178056.187500 Penalty: 797.968567 Iteration 37Q: 3 clusters Score -178056.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -178063.156250 Penalty: 797.968567 Iteration 38Q: 3 clusters Score -178063.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -178072.484375 Penalty: 797.968567 Iteration 39Q: 3 clusters Score -178072.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4733 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -178080.125000 Penalty: 797.968567 Iteration 40F: 3 clusters Score -178080.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -178086.859375 Penalty: 797.968567 Iteration 41Q: 3 clusters Score -178086.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -178095.421875 Penalty: 797.968567 Iteration 42Q: 3 clusters Score -178095.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -178106.531250 Penalty: 797.968567 Iteration 43Q: 3 clusters Score -178106.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -178116.250000 Penalty: 797.968567 Iteration 44Q: 3 clusters Score -178116.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -178123.906250 Penalty: 797.968567 Iteration 45Q: 3 clusters Score -178123.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4919 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -178127.796875 Penalty: 797.968567 Iteration 46Q: 3 clusters Score -178127.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -178133.734375 Penalty: 797.968567 Iteration 47Q: 3 clusters Score -178133.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -178142.375000 Penalty: 797.968567 Iteration 48Q: 3 clusters Score -178142.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -178149.812500 Penalty: 797.968567 Iteration 49Q: 3 clusters Score -178149.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5039 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -178156.968750 Penalty: 797.968567 Iteration 50Q: 3 clusters Score -178157 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5066 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -178161.546875 Penalty: 797.968567 Iteration 51Q: 3 clusters Score -178161.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -178166.312500 Penalty: 797.968567 Iteration 52Q: 3 clusters Score -178166.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5107 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -178171.593750 Penalty: 797.968567 Iteration 53Q: 3 clusters Score -178171.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5126 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -178174.359375 Penalty: 797.968567 Iteration 54Q: 3 clusters Score -178174.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -178176.281250 Penalty: 797.968567 Iteration 55Q: 3 clusters Score -178176.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -178178.656250 Penalty: 797.968567 Iteration 56Q: 3 clusters Score -178178.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -178181.203125 Penalty: 797.968567 Iteration 57Q: 3 clusters Score -178181.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -178185.156250 Penalty: 797.968567 Iteration 58Q: 3 clusters Score -178185.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -178189.312500 Penalty: 797.968567 Iteration 59Q: 3 clusters Score -178189.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -178192.906250 Penalty: 797.968567 Iteration 60F: 3 clusters Score -178192.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -178197.609375 Penalty: 797.968567 Iteration 61Q: 3 clusters Score -178197.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5266 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -178203.390625 Penalty: 797.968567 Iteration 62Q: 3 clusters Score -178203.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -178211.406250 Penalty: 797.968567 Iteration 63Q: 3 clusters Score -178211.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -178218.421875 Penalty: 797.968567 Iteration 64Q: 3 clusters Score -178218.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -178227.031250 Penalty: 797.968567 Iteration 65Q: 3 clusters Score -178227 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5382 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -178234.421875 Penalty: 797.968567 Iteration 66Q: 3 clusters Score -178234.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5412 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -178244.437500 Penalty: 797.968567 Iteration 67Q: 3 clusters Score -178244.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5445 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -178253.015625 Penalty: 797.968567 Iteration 68Q: 3 clusters Score -178253 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5471 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -178260.296875 Penalty: 797.968567 Iteration 69Q: 3 clusters Score -178260.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -178266.984375 Penalty: 797.968567 Iteration 70Q: 3 clusters Score -178267 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5521 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -178271.437500 Penalty: 797.968567 Iteration 71Q: 3 clusters Score -178271.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -178274.671875 Penalty: 797.968567 Iteration 72Q: 3 clusters Score -178274.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5554 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -178283.640625 Penalty: 797.968567 Iteration 73Q: 3 clusters Score -178283.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5577 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -178289.328125 Penalty: 797.968567 Iteration 74Q: 3 clusters Score -178289.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5596 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -178293.953125 Penalty: 797.968567 Iteration 75Q: 3 clusters Score -178294 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5620 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -178303.593750 Penalty: 797.968567 Iteration 76Q: 3 clusters Score -178303.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -178312.531250 Penalty: 797.968567 Iteration 77Q: 3 clusters Score -178312.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5673 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -178318.234375 Penalty: 797.968567 Iteration 78Q: 3 clusters Score -178318.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5695 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -178324.921875 Penalty: 797.968567 Iteration 79Q: 3 clusters Score -178324.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -178334.046875 Penalty: 797.968567 Iteration 80F: 3 clusters Score -178334 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -178347.296875 Penalty: 797.968567 Iteration 81Q: 3 clusters Score -178347.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -178356.984375 Penalty: 797.968567 Iteration 82Q: 3 clusters Score -178357 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5806 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -178369.750000 Penalty: 797.968567 Iteration 83Q: 3 clusters Score -178369.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5831 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -178378.187500 Penalty: 797.968567 Iteration 84Q: 3 clusters Score -178378.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5856 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -178385.718750 Penalty: 797.968567 Iteration 85Q: 3 clusters Score -178385.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5878 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -178390.843750 Penalty: 797.968567 Iteration 86Q: 3 clusters Score -178390.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5895 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -178395.312500 Penalty: 797.968567 Iteration 87Q: 3 clusters Score -178395.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5910 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -178398.359375 Penalty: 797.968567 Iteration 88Q: 3 clusters Score -178398.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -178400.453125 Penalty: 797.968567 Iteration 89Q: 3 clusters Score -178400.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -178402.875000 Penalty: 797.968567 Iteration 90Q: 3 clusters Score -178402.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5939 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -178405.812500 Penalty: 797.968567 Iteration 91Q: 3 clusters Score -178405.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -178408.375000 Penalty: 797.968567 Iteration 92Q: 3 clusters Score -178408.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5961 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -178411.000000 Penalty: 797.968567 Iteration 93Q: 3 clusters Score -178411 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -178412.937500 Penalty: 797.968567 Iteration 94Q: 3 clusters Score -178412.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 457 members Entering Unmasked Estep Score: -178414.906250 Penalty: 797.968567 Iteration 95Q: 3 clusters Score -178414.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -178416.750000 Penalty: 797.968567 Iteration 96Q: 3 clusters Score -178416.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -178417.250000 Penalty: 797.968567 Iteration 97Q: 3 clusters Score -178417.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5983 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -178417.625000 Penalty: 797.968567 Iteration 98Q: 3 clusters Score -178417.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -178418.171875 Penalty: 797.968567 Iteration 99Q: 3 clusters Score -178418.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -178419.703125 Penalty: 797.968567 Iteration 100F: 3 clusters Score -178419.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -178421.312500 Penalty: 797.968567 Iteration 101Q: 3 clusters Score -178421.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -178423.687500 Penalty: 797.968567 Iteration 102Q: 3 clusters Score -178423.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -178426.046875 Penalty: 797.968567 Iteration 103Q: 3 clusters Score -178426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6010 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -178427.781250 Penalty: 797.968567 Iteration 104Q: 3 clusters Score -178427.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6016 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -178429.718750 Penalty: 797.968567 Iteration 105Q: 3 clusters Score -178429.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6021 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -178431.359375 Penalty: 797.968567 Iteration 106Q: 3 clusters Score -178431.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -178431.671875 Penalty: 797.968567 Iteration 107Q: 3 clusters Score -178431.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6024 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -178432.187500 Penalty: 797.968567 Iteration 108Q: 3 clusters Score -178432.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -178432.734375 Penalty: 797.968567 Iteration 109Q: 3 clusters Score -178432.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6027 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -178433.500000 Penalty: 797.968567 Iteration 110Q: 3 clusters Score -178433.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -178433.812500 Penalty: 797.968567 Iteration 111Q: 3 clusters Score -178433.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6031 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -178434.125000 Penalty: 797.968567 Iteration 112Q: 3 clusters Score -178434.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -178434.890625 Penalty: 797.968567 Iteration 113Q: 3 clusters Score -178434.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6035 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -178435.671875 Penalty: 797.968567 Iteration 114Q: 3 clusters Score -178435.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -178436.375000 Penalty: 797.968567 Iteration 115Q: 3 clusters Score -178436.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6037 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -178436.375000 Penalty: 797.968567 Iteration 116F: 3 clusters Score -178436.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Entering Unmasked Estep Score: -3735.609619 Penalty: 242.418365 Iteration 0F: 2 clusters Score -3735.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -3455.308105 Penalty: 484.836731 Iteration 0F: 3 clusters Score -3455.308 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -3514.614014 Penalty: 484.836731 Iteration 1F: 3 clusters Score -3514.614 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -3527.989014 Penalty: 484.836731 Iteration 2F: 3 clusters Score -3527.989 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -3532.447510 Penalty: 484.836731 Iteration 3Q: 3 clusters Score -3532.448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -3536.183838 Penalty: 484.836731 Iteration 4Q: 3 clusters Score -3536.184 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -3538.508301 Penalty: 484.836731 Iteration 5Q: 3 clusters Score -3538.508 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -3539.236084 Penalty: 484.836731 Iteration 6Q: 3 clusters Score -3539.236 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -3539.707520 Penalty: 484.836731 Iteration 7Q: 3 clusters Score -3539.708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -3541.621094 Penalty: 484.836731 Iteration 8Q: 3 clusters Score -3541.621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -3544.359863 Penalty: 484.836731 Iteration 9Q: 3 clusters Score -3544.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -3544.855225 Penalty: 484.836731 Iteration 10Q: 3 clusters Score -3544.855 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -3544.855225 Penalty: 484.836731 Iteration 11F: 3 clusters Score -3544.855 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (911 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Entering Unmasked Estep Score: -20149.076172 Penalty: 310.061707 Iteration 0F: 2 clusters Score -20149.08 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -19377.628906 Penalty: 620.123413 Iteration 0F: 3 clusters Score -19377.63 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -19575.683594 Penalty: 620.123413 Iteration 1F: 3 clusters Score -19575.68 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -19627.044922 Penalty: 620.123413 Iteration 2F: 3 clusters Score -19627.04 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19661.173828 Penalty: 620.123413 Iteration 3F: 3 clusters Score -19661.17 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -19694.316406 Penalty: 620.123413 Iteration 4Q: 3 clusters Score -19694.32 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -19728.308594 Penalty: 620.123413 Iteration 5Q: 3 clusters Score -19728.31 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -19752.320312 Penalty: 620.123413 Iteration 6Q: 3 clusters Score -19752.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -19772.835938 Penalty: 620.123413 Iteration 7Q: 3 clusters Score -19772.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -19783.607422 Penalty: 620.123413 Iteration 8Q: 3 clusters Score -19783.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -19787.796875 Penalty: 620.123413 Iteration 9Q: 3 clusters Score -19787.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -19790.490234 Penalty: 620.123413 Iteration 10Q: 3 clusters Score -19790.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -19794.111328 Penalty: 620.123413 Iteration 11Q: 3 clusters Score -19794.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -19796.410156 Penalty: 620.123413 Iteration 12Q: 3 clusters Score -19796.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -19801.984375 Penalty: 620.123413 Iteration 13Q: 3 clusters Score -19801.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -19806.326172 Penalty: 620.123413 Iteration 14Q: 3 clusters Score -19806.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -19812.525391 Penalty: 620.123413 Iteration 15Q: 3 clusters Score -19812.53 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -19819.564453 Penalty: 620.123413 Iteration 16Q: 3 clusters Score -19819.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -19831.330078 Penalty: 620.123413 Iteration 17Q: 3 clusters Score -19831.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -19839.203125 Penalty: 620.123413 Iteration 18Q: 3 clusters Score -19839.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -19846.693359 Penalty: 620.123413 Iteration 19Q: 3 clusters Score -19846.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -19854.744141 Penalty: 620.123413 Iteration 20F: 3 clusters Score -19854.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -19861.962891 Penalty: 620.123413 Iteration 21Q: 3 clusters Score -19861.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -19866.298828 Penalty: 620.123413 Iteration 22Q: 3 clusters Score -19866.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -19872.902344 Penalty: 620.123413 Iteration 23Q: 3 clusters Score -19872.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -19877.150391 Penalty: 620.123413 Iteration 24Q: 3 clusters Score -19877.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -19877.251953 Penalty: 620.123413 Iteration 25Q: 3 clusters Score -19877.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -19877.251953 Penalty: 620.123413 Iteration 26F: 3 clusters Score -19877.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Entering Unmasked Estep Score: -18825.677734 Penalty: 297.747986 Iteration 0F: 2 clusters Score -18825.68 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -18194.011719 Penalty: 595.495972 Iteration 0F: 3 clusters Score -18194.01 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -18377.964844 Penalty: 595.495972 Iteration 1F: 3 clusters Score -18377.96 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -18423.646484 Penalty: 595.495972 Iteration 2F: 3 clusters Score -18423.65 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -18451.562500 Penalty: 595.495972 Iteration 3F: 3 clusters Score -18451.56 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -18470.732422 Penalty: 595.495972 Iteration 4Q: 3 clusters Score -18470.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -18480.080078 Penalty: 595.495972 Iteration 5Q: 3 clusters Score -18480.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -18495.152344 Penalty: 595.495972 Iteration 6Q: 3 clusters Score -18495.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -18508.042969 Penalty: 595.495972 Iteration 7Q: 3 clusters Score -18508.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -18515.320312 Penalty: 595.495972 Iteration 8Q: 3 clusters Score -18515.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -18519.626953 Penalty: 595.495972 Iteration 9Q: 3 clusters Score -18519.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -18527.675781 Penalty: 595.495972 Iteration 10Q: 3 clusters Score -18527.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -18534.871094 Penalty: 595.495972 Iteration 11Q: 3 clusters Score -18534.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -18543.394531 Penalty: 595.495972 Iteration 12Q: 3 clusters Score -18543.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -18553.835938 Penalty: 595.495972 Iteration 13Q: 3 clusters Score -18553.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -18560.853516 Penalty: 595.495972 Iteration 14Q: 3 clusters Score -18560.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -18567.160156 Penalty: 595.495972 Iteration 15Q: 3 clusters Score -18567.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -18569.283203 Penalty: 595.495972 Iteration 16Q: 3 clusters Score -18569.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -18572.242188 Penalty: 595.495972 Iteration 17Q: 3 clusters Score -18572.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -18579.341797 Penalty: 595.495972 Iteration 18Q: 3 clusters Score -18579.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -18583.425781 Penalty: 595.495972 Iteration 19Q: 3 clusters Score -18583.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -18586.117188 Penalty: 595.495972 Iteration 20F: 3 clusters Score -18586.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18587.146484 Penalty: 595.495972 Iteration 21Q: 3 clusters Score -18587.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -18587.638672 Penalty: 595.495972 Iteration 22Q: 3 clusters Score -18587.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -18588.335938 Penalty: 595.495972 Iteration 23Q: 3 clusters Score -18588.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -18589.005859 Penalty: 595.495972 Iteration 24Q: 3 clusters Score -18589.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -18589.818359 Penalty: 595.495972 Iteration 25Q: 3 clusters Score -18589.82 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -18591.843750 Penalty: 595.495972 Iteration 26Q: 3 clusters Score -18591.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18600.460938 Penalty: 595.495972 Iteration 27Q: 3 clusters Score -18600.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -18605.806641 Penalty: 595.495972 Iteration 28Q: 3 clusters Score -18605.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -18607.591797 Penalty: 595.495972 Iteration 29Q: 3 clusters Score -18607.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -18609.128906 Penalty: 595.495972 Iteration 30Q: 3 clusters Score -18609.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -18611.076172 Penalty: 595.495972 Iteration 31Q: 3 clusters Score -18611.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -18611.076172 Penalty: 595.495972 Iteration 32F: 3 clusters Score -18611.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (1571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Entering Unmasked Estep Score: -45063.644531 Penalty: 334.855774 Iteration 0F: 2 clusters Score -45063.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -43864.433594 Penalty: 669.711548 Iteration 0F: 3 clusters Score -43864.43 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -44224.003906 Penalty: 669.711548 Iteration 1F: 3 clusters Score -44224 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -44281.046875 Penalty: 669.711548 Iteration 2F: 3 clusters Score -44281.05 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -44316.640625 Penalty: 669.711548 Iteration 3F: 3 clusters Score -44316.64 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -44340.257812 Penalty: 669.711548 Iteration 4Q: 3 clusters Score -44340.26 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -44368.511719 Penalty: 669.711548 Iteration 5Q: 3 clusters Score -44368.51 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -44383.792969 Penalty: 669.711548 Iteration 6Q: 3 clusters Score -44383.79 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -44400.375000 Penalty: 669.711548 Iteration 7Q: 3 clusters Score -44400.38 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -44424.226562 Penalty: 669.711548 Iteration 8Q: 3 clusters Score -44424.23 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -44455.476562 Penalty: 669.711548 Iteration 9Q: 3 clusters Score -44455.48 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -44494.621094 Penalty: 669.711548 Iteration 10Q: 3 clusters Score -44494.62 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -44537.214844 Penalty: 669.711548 Iteration 11Q: 3 clusters Score -44537.21 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -44567.066406 Penalty: 669.711548 Iteration 12Q: 3 clusters Score -44567.07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -44597.113281 Penalty: 669.711548 Iteration 13Q: 3 clusters Score -44597.11 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -44627.742188 Penalty: 669.711548 Iteration 14Q: 3 clusters Score -44627.74 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -44660.199219 Penalty: 669.711548 Iteration 15Q: 3 clusters Score -44660.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -44684.609375 Penalty: 669.711548 Iteration 16Q: 3 clusters Score -44684.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -44700.824219 Penalty: 669.711548 Iteration 17Q: 3 clusters Score -44700.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -44715.488281 Penalty: 669.711548 Iteration 18Q: 3 clusters Score -44715.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -44729.109375 Penalty: 669.711548 Iteration 19Q: 3 clusters Score -44729.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -44739.726562 Penalty: 669.711548 Iteration 20F: 3 clusters Score -44739.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -44747.457031 Penalty: 669.711548 Iteration 21Q: 3 clusters Score -44747.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -44753.750000 Penalty: 669.711548 Iteration 22Q: 3 clusters Score -44753.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -44760.242188 Penalty: 669.711548 Iteration 23Q: 3 clusters Score -44760.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -44762.476562 Penalty: 669.711548 Iteration 24Q: 3 clusters Score -44762.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -44763.753906 Penalty: 669.711548 Iteration 25Q: 3 clusters Score -44763.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -44767.578125 Penalty: 669.711548 Iteration 26Q: 3 clusters Score -44767.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -44770.585938 Penalty: 669.711548 Iteration 27Q: 3 clusters Score -44770.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -44777.226562 Penalty: 669.711548 Iteration 28Q: 3 clusters Score -44777.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -44781.832031 Penalty: 669.711548 Iteration 29Q: 3 clusters Score -44781.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -44782.902344 Penalty: 669.711548 Iteration 30Q: 3 clusters Score -44782.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -44782.902344 Penalty: 669.711548 Iteration 31F: 3 clusters Score -44782.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (2044 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Entering Unmasked Estep Score: -62706.964844 Penalty: 346.831207 Iteration 0F: 2 clusters Score -62706.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -61200.183594 Penalty: 693.662415 Iteration 0F: 3 clusters Score -61200.18 nChanged 873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -61638.355469 Penalty: 693.662415 Iteration 1F: 3 clusters Score -61638.36 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -61717.445312 Penalty: 693.662415 Iteration 2F: 3 clusters Score -61717.45 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -61793.363281 Penalty: 693.662415 Iteration 3F: 3 clusters Score -61793.36 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -61871.433594 Penalty: 693.662415 Iteration 4F: 3 clusters Score -61871.43 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -61941.519531 Penalty: 693.662415 Iteration 5F: 3 clusters Score -61941.52 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -62004.199219 Penalty: 693.662415 Iteration 6F: 3 clusters Score -62004.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -62063.500000 Penalty: 693.662415 Iteration 7Q: 3 clusters Score -62063.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -62115.976562 Penalty: 693.662415 Iteration 8Q: 3 clusters Score -62115.98 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -62154.695312 Penalty: 693.662415 Iteration 9Q: 3 clusters Score -62154.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -62188.496094 Penalty: 693.662415 Iteration 10Q: 3 clusters Score -62188.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -62219.769531 Penalty: 693.662415 Iteration 11Q: 3 clusters Score -62219.77 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -62258.703125 Penalty: 693.662415 Iteration 12Q: 3 clusters Score -62258.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -62288.980469 Penalty: 693.662415 Iteration 13Q: 3 clusters Score -62288.98 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1619 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -62311.742188 Penalty: 693.662415 Iteration 14Q: 3 clusters Score -62311.74 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -62334.925781 Penalty: 693.662415 Iteration 15Q: 3 clusters Score -62334.93 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -62346.507812 Penalty: 693.662415 Iteration 16Q: 3 clusters Score -62346.51 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -62353.570312 Penalty: 693.662415 Iteration 17Q: 3 clusters Score -62353.57 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -62361.300781 Penalty: 693.662415 Iteration 18Q: 3 clusters Score -62361.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -62366.796875 Penalty: 693.662415 Iteration 19Q: 3 clusters Score -62366.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -62367.406250 Penalty: 693.662415 Iteration 20F: 3 clusters Score -62367.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -62367.625000 Penalty: 693.662415 Iteration 21Q: 3 clusters Score -62367.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -62369.332031 Penalty: 693.662415 Iteration 22Q: 3 clusters Score -62369.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -62370.160156 Penalty: 693.662415 Iteration 23Q: 3 clusters Score -62370.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -62370.472656 Penalty: 693.662415 Iteration 24Q: 3 clusters Score -62370.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -62370.691406 Penalty: 693.662415 Iteration 25Q: 3 clusters Score -62370.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -62371.425781 Penalty: 693.662415 Iteration 26Q: 3 clusters Score -62371.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -62372.976562 Penalty: 693.662415 Iteration 27Q: 3 clusters Score -62372.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -62377.023438 Penalty: 693.662415 Iteration 28Q: 3 clusters Score -62377.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -62379.535156 Penalty: 693.662415 Iteration 29Q: 3 clusters Score -62379.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -62382.605469 Penalty: 693.662415 Iteration 30Q: 3 clusters Score -62382.61 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -62384.933594 Penalty: 693.662415 Iteration 31Q: 3 clusters Score -62384.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -62386.078125 Penalty: 693.662415 Iteration 32Q: 3 clusters Score -62386.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -62386.621094 Penalty: 693.662415 Iteration 33Q: 3 clusters Score -62386.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -62387.421875 Penalty: 693.662415 Iteration 34Q: 3 clusters Score -62387.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -62389.093750 Penalty: 693.662415 Iteration 35Q: 3 clusters Score -62389.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -62390.296875 Penalty: 693.662415 Iteration 36Q: 3 clusters Score -62390.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -62391.398438 Penalty: 693.662415 Iteration 37Q: 3 clusters Score -62391.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -62391.710938 Penalty: 693.662415 Iteration 38Q: 3 clusters Score -62391.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -62392.613281 Penalty: 693.662415 Iteration 39Q: 3 clusters Score -62392.61 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -62393.539062 Penalty: 693.662415 Iteration 40F: 3 clusters Score -62393.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -62395.875000 Penalty: 693.662415 Iteration 41Q: 3 clusters Score -62395.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -62399.859375 Penalty: 693.662415 Iteration 42Q: 3 clusters Score -62399.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -62401.160156 Penalty: 693.662415 Iteration 43Q: 3 clusters Score -62401.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -62402.195312 Penalty: 693.662415 Iteration 44Q: 3 clusters Score -62402.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -62402.464844 Penalty: 693.662415 Iteration 45Q: 3 clusters Score -62402.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -62402.464844 Penalty: 693.662415 Iteration 46F: 3 clusters Score -62402.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Entering Unmasked Estep Score: -14185.806641 Penalty: 279.364746 Iteration 0F: 2 clusters Score -14185.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -13722.176758 Penalty: 558.729492 Iteration 0F: 3 clusters Score -13722.18 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -13828.270508 Penalty: 558.729492 Iteration 1F: 3 clusters Score -13828.27 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -13874.374023 Penalty: 558.729492 Iteration 2F: 3 clusters Score -13874.37 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -13906.658203 Penalty: 558.729492 Iteration 3F: 3 clusters Score -13906.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -13919.482422 Penalty: 558.729492 Iteration 4Q: 3 clusters Score -13919.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -13926.584961 Penalty: 558.729492 Iteration 5Q: 3 clusters Score -13926.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -13931.001953 Penalty: 558.729492 Iteration 6Q: 3 clusters Score -13931 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -13939.410156 Penalty: 558.729492 Iteration 7Q: 3 clusters Score -13939.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -13949.077148 Penalty: 558.729492 Iteration 8Q: 3 clusters Score -13949.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -13964.334961 Penalty: 558.729492 Iteration 9Q: 3 clusters Score -13964.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -13972.255859 Penalty: 558.729492 Iteration 10Q: 3 clusters Score -13972.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -13976.581055 Penalty: 558.729492 Iteration 11Q: 3 clusters Score -13976.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -13977.830078 Penalty: 558.729492 Iteration 12Q: 3 clusters Score -13977.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -13980.093750 Penalty: 558.729492 Iteration 13Q: 3 clusters Score -13980.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -13980.744141 Penalty: 558.729492 Iteration 14Q: 3 clusters Score -13980.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -13980.744141 Penalty: 558.729492 Iteration 15F: 3 clusters Score -13980.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (336 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Entering Unmasked Estep Score: -6914.235840 Penalty: 264.678558 Iteration 0F: 2 clusters Score -6914.236 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -6533.005371 Penalty: 529.357117 Iteration 0F: 3 clusters Score -6533.005 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -6615.077148 Penalty: 529.357117 Iteration 1F: 3 clusters Score -6615.077 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -6630.764648 Penalty: 529.357117 Iteration 2F: 3 clusters Score -6630.765 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -6645.113281 Penalty: 529.357117 Iteration 3Q: 3 clusters Score -6645.113 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -6656.458984 Penalty: 529.357117 Iteration 4Q: 3 clusters Score -6656.459 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -6667.241211 Penalty: 529.357117 Iteration 5Q: 3 clusters Score -6667.241 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -6670.809082 Penalty: 529.357117 Iteration 6Q: 3 clusters Score -6670.809 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -6677.618652 Penalty: 529.357117 Iteration 7Q: 3 clusters Score -6677.619 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -6689.308594 Penalty: 529.357117 Iteration 8Q: 3 clusters Score -6689.309 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -6699.412598 Penalty: 529.357117 Iteration 9Q: 3 clusters Score -6699.413 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -6705.336914 Penalty: 529.357117 Iteration 10Q: 3 clusters Score -6705.337 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -6712.498047 Penalty: 529.357117 Iteration 11Q: 3 clusters Score -6712.498 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -6718.813965 Penalty: 529.357117 Iteration 12Q: 3 clusters Score -6718.814 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -6721.602539 Penalty: 529.357117 Iteration 13Q: 3 clusters Score -6721.603 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -6721.602539 Penalty: 529.357117 Iteration 14F: 3 clusters Score -6721.603 nChanged 0 Entering ConstructFrom: Trying to split cluster 32 (516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Entering Unmasked Estep Score: -10390.265625 Penalty: 284.197845 Iteration 0F: 2 clusters Score -10390.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -9949.466797 Penalty: 568.395691 Iteration 0F: 3 clusters Score -9949.467 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -10183.780273 Penalty: 568.395691 Iteration 1F: 3 clusters Score -10183.78 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -10250.305664 Penalty: 568.395691 Iteration 2F: 3 clusters Score -10250.31 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10272.105469 Penalty: 568.395691 Iteration 3Q: 3 clusters Score -10272.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10283.318359 Penalty: 568.395691 Iteration 4Q: 3 clusters Score -10283.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -10293.237305 Penalty: 568.395691 Iteration 5Q: 3 clusters Score -10293.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -10294.625000 Penalty: 568.395691 Iteration 6Q: 3 clusters Score -10294.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -10294.985352 Penalty: 568.395691 Iteration 7Q: 3 clusters Score -10294.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -10294.985352 Penalty: 568.395691 Iteration 8F: 3 clusters Score -10294.99 nChanged 0 20->33 Clusters: Score -9338393.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 342263 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17061 members Mstep: Class 2 contains 16932 members Mstep: Class 3 contains 17057 members Mstep: Class 4 contains 17182 members Mstep: Class 5 contains 17260 members Mstep: Class 6 contains 16905 members Mstep: Class 7 contains 17239 members Mstep: Class 8 contains 16944 members Mstep: Class 9 contains 17019 members Mstep: Class 10 contains 17299 members Mstep: Class 11 contains 17014 members Mstep: Class 12 contains 17201 members Mstep: Class 13 contains 17010 members Mstep: Class 14 contains 17219 members Mstep: Class 15 contains 17231 members Mstep: Class 16 contains 17412 members Mstep: Class 17 contains 17002 members Mstep: Class 18 contains 17117 members Mstep: Class 19 contains 17305 members Mstep: Class 20 contains 16854 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 104.620575 but Gain 579.821289 Score: -7565194.000000 Penalty: 11016.613281 Iteration 0F: 20 clusters Score -7565194 nChanged 323578 Entering Unmasked Mstep Mstep: Class 0 contains 454 members Mstep: Class 1 contains 15439 members Mstep: Class 2 contains 5661 members Mstep: Class 3 contains 10870 members Mstep: Class 4 contains 25807 members Mstep: Class 5 contains 18204 members Mstep: Class 6 contains 11324 members Mstep: Class 7 contains 12326 members Mstep: Class 9 contains 13598 members Mstep: Class 10 contains 12804 members Mstep: Class 11 contains 18219 members Mstep: Class 12 contains 19536 members Mstep: Class 13 contains 7420 members Mstep: Class 14 contains 16320 members Mstep: Class 15 contains 12611 members Mstep: Class 16 contains 46525 members Mstep: Class 17 contains 8602 members Mstep: Class 18 contains 12382 members Mstep: Class 19 contains 25780 members Mstep: Class 20 contains 48381 members Entering Unmasked Estep ConsiderDeletion Score: -8658459.000000 Penalty: 11016.613281 Iteration 1F: 20 clusters Score -8658459 nChanged 122429 Entering Unmasked Mstep Mstep: Class 0 contains 254 members Mstep: Class 1 contains 14532 members Mstep: Class 2 contains 2796 members Mstep: Class 3 contains 11169 members Mstep: Class 4 contains 26389 members Mstep: Class 5 contains 11557 members Mstep: Class 6 contains 11030 members Mstep: Class 7 contains 8081 members Mstep: Class 9 contains 10841 members Mstep: Class 10 contains 9526 members Mstep: Class 11 contains 23670 members Mstep: Class 12 contains 14693 members Mstep: Class 13 contains 4407 members Mstep: Class 14 contains 15782 members Mstep: Class 15 contains 8255 members Mstep: Class 16 contains 47499 members Mstep: Class 17 contains 5398 members Mstep: Class 18 contains 8312 members Mstep: Class 19 contains 29408 members Mstep: Class 20 contains 78664 members Entering Unmasked Estep ConsiderDeletion Score: -8903495.000000 Penalty: 11016.613281 Iteration 2F: 20 clusters Score -8903495 nChanged 80829 Entering Unmasked Mstep Mstep: Class 0 contains 167 members Mstep: Class 1 contains 9259 members Mstep: Class 2 contains 1656 members Mstep: Class 3 contains 11958 members Mstep: Class 4 contains 26034 members Mstep: Class 5 contains 8014 members Mstep: Class 6 contains 9162 members Mstep: Class 7 contains 6123 members Mstep: Class 9 contains 9558 members Mstep: Class 10 contains 9375 members Mstep: Class 11 contains 29343 members Mstep: Class 12 contains 11104 members Mstep: Class 13 contains 2291 members Mstep: Class 14 contains 13065 members Mstep: Class 15 contains 6054 members Mstep: Class 16 contains 47186 members Mstep: Class 17 contains 3646 members Mstep: Class 18 contains 5031 members Mstep: Class 19 contains 26399 members Mstep: Class 20 contains 106838 members Entering Unmasked Estep ConsiderDeletion Score: -9039108.000000 Penalty: 11016.613281 Iteration 3F: 20 clusters Score -9039108 nChanged 59730 Entering Unmasked Mstep Mstep: Class 0 contains 157 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 1499 members Mstep: Class 3 contains 12869 members Mstep: Class 4 contains 24695 members Mstep: Class 5 contains 6444 members Mstep: Class 6 contains 6683 members Mstep: Class 7 contains 5287 members Mstep: Class 9 contains 8942 members Mstep: Class 10 contains 9528 members Mstep: Class 11 contains 34559 members Mstep: Class 12 contains 9397 members Mstep: Class 13 contains 986 members Mstep: Class 14 contains 9865 members Mstep: Class 15 contains 4794 members Mstep: Class 16 contains 40844 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 3355 members Mstep: Class 19 contains 21500 members Mstep: Class 20 contains 133815 members Entering Unmasked Estep ConsiderDeletion Score: -9117883.000000 Penalty: 11016.613281 Iteration 4F: 20 clusters Score -9117883 nChanged 43312 Entering Unmasked Mstep Mstep: Class 0 contains 183 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 1581 members Mstep: Class 3 contains 13984 members Mstep: Class 4 contains 23479 members Mstep: Class 5 contains 6046 members Mstep: Class 6 contains 4570 members Mstep: Class 7 contains 4797 members Mstep: Class 9 contains 8548 members Mstep: Class 10 contains 9401 members Mstep: Class 11 contains 37511 members Mstep: Class 12 contains 7217 members Mstep: Class 13 contains 512 members Mstep: Class 14 contains 7683 members Mstep: Class 15 contains 3465 members Mstep: Class 16 contains 33150 members Mstep: Class 17 contains 1906 members Mstep: Class 18 contains 2400 members Mstep: Class 19 contains 16148 members Mstep: Class 20 contains 157864 members Entering Unmasked Estep ConsiderDeletion Score: -9175881.000000 Penalty: 11016.613281 Iteration 5F: 20 clusters Score -9175881 nChanged 34128 Entering Unmasked Mstep Mstep: Class 0 contains 200 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1753 members Mstep: Class 3 contains 15464 members Mstep: Class 4 contains 22686 members Mstep: Class 5 contains 6220 members Mstep: Class 6 contains 3065 members Mstep: Class 7 contains 4183 members Mstep: Class 9 contains 8341 members Mstep: Class 10 contains 9098 members Mstep: Class 11 contains 38496 members Mstep: Class 12 contains 5108 members Mstep: Class 13 contains 404 members Mstep: Class 14 contains 6635 members Mstep: Class 15 contains 2141 members Mstep: Class 16 contains 24613 members Mstep: Class 17 contains 1524 members Mstep: Class 18 contains 1945 members Mstep: Class 19 contains 10510 members Mstep: Class 20 contains 179158 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 371.413361 but Gain 579.822266 Score: -9218120.000000 Penalty: 10436.791016 Iteration 6F: 19 clusters Score -9218120 nChanged 26037 Entering Unmasked Mstep Mstep: Class 0 contains 191 members Mstep: Class 2 contains 1920 members Mstep: Class 3 contains 16550 members Mstep: Class 4 contains 21833 members Mstep: Class 5 contains 6922 members Mstep: Class 6 contains 2100 members Mstep: Class 7 contains 3791 members Mstep: Class 9 contains 8381 members Mstep: Class 10 contains 8574 members Mstep: Class 11 contains 38691 members Mstep: Class 12 contains 3509 members Mstep: Class 13 contains 511 members Mstep: Class 14 contains 6260 members Mstep: Class 15 contains 1124 members Mstep: Class 16 contains 16923 members Mstep: Class 17 contains 1319 members Mstep: Class 18 contains 1788 members Mstep: Class 19 contains 6053 members Mstep: Class 20 contains 195823 members Entering Unmasked Estep ConsiderDeletion Score: -9248613.000000 Penalty: 10436.791016 Iteration 7F: 19 clusters Score -9248613 nChanged 17921 Entering Unmasked Mstep Mstep: Class 0 contains 144 members Mstep: Class 2 contains 1979 members Mstep: Class 3 contains 17006 members Mstep: Class 4 contains 21039 members Mstep: Class 5 contains 7639 members Mstep: Class 6 contains 1485 members Mstep: Class 7 contains 3568 members Mstep: Class 9 contains 8537 members Mstep: Class 10 contains 8022 members Mstep: Class 11 contains 38426 members Mstep: Class 12 contains 2396 members Mstep: Class 13 contains 709 members Mstep: Class 14 contains 6384 members Mstep: Class 15 contains 653 members Mstep: Class 16 contains 11027 members Mstep: Class 17 contains 1233 members Mstep: Class 18 contains 1762 members Mstep: Class 19 contains 3189 members Mstep: Class 20 contains 207065 members Entering Unmasked Estep ConsiderDeletion Score: -9267527.000000 Penalty: 10436.791016 Iteration 8F: 19 clusters Score -9267527 nChanged 11861 Entering Unmasked Mstep Mstep: Class 0 contains 93 members Mstep: Class 2 contains 1939 members Mstep: Class 3 contains 17165 members Mstep: Class 4 contains 20390 members Mstep: Class 5 contains 8124 members Mstep: Class 6 contains 1102 members Mstep: Class 7 contains 3355 members Mstep: Class 9 contains 8710 members Mstep: Class 10 contains 7599 members Mstep: Class 11 contains 37919 members Mstep: Class 12 contains 1784 members Mstep: Class 13 contains 1001 members Mstep: Class 14 contains 6743 members Mstep: Class 15 contains 527 members Mstep: Class 16 contains 6883 members Mstep: Class 17 contains 1311 members Mstep: Class 18 contains 1727 members Mstep: Class 19 contains 1750 members Mstep: Class 20 contains 214141 members Entering Unmasked Estep ConsiderDeletion Score: -9278358.000000 Penalty: 10436.791016 Iteration 9Q: 19 clusters Score -9278358 nChanged 7767 Entering Unmasked Mstep Mstep: Class 0 contains 71 members Mstep: Class 2 contains 1824 members Mstep: Class 3 contains 17197 members Mstep: Class 4 contains 19845 members Mstep: Class 5 contains 8434 members Mstep: Class 6 contains 888 members Mstep: Class 7 contains 3221 members Mstep: Class 9 contains 8816 members Mstep: Class 10 contains 7348 members Mstep: Class 11 contains 37273 members Mstep: Class 12 contains 1475 members Mstep: Class 13 contains 1303 members Mstep: Class 14 contains 7102 members Mstep: Class 15 contains 613 members Mstep: Class 16 contains 4308 members Mstep: Class 17 contains 1472 members Mstep: Class 18 contains 1715 members Mstep: Class 19 contains 1120 members Mstep: Class 20 contains 218238 members Entering Unmasked Estep ConsiderDeletion Score: -9284387.000000 Penalty: 10436.791016 Iteration 10Q: 19 clusters Score -9284387 nChanged 5498 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 1716 members Mstep: Class 3 contains 17189 members Mstep: Class 4 contains 19345 members Mstep: Class 5 contains 8708 members Mstep: Class 6 contains 768 members Mstep: Class 7 contains 3119 members Mstep: Class 9 contains 8925 members Mstep: Class 10 contains 7141 members Mstep: Class 11 contains 36632 members Mstep: Class 12 contains 1351 members Mstep: Class 13 contains 1550 members Mstep: Class 14 contains 7389 members Mstep: Class 15 contains 782 members Mstep: Class 16 contains 2656 members Mstep: Class 17 contains 1666 members Mstep: Class 18 contains 1709 members Mstep: Class 19 contains 917 members Mstep: Class 20 contains 220642 members Entering Unmasked Estep ConsiderDeletion Score: -9288002.000000 Penalty: 10436.791016 Iteration 11Q: 19 clusters Score -9288002 nChanged 3687 Entering Unmasked Mstep Mstep: Class 0 contains 60 members Mstep: Class 2 contains 1580 members Mstep: Class 3 contains 17169 members Mstep: Class 4 contains 18991 members Mstep: Class 5 contains 8949 members Mstep: Class 6 contains 708 members Mstep: Class 7 contains 3051 members Mstep: Class 9 contains 9006 members Mstep: Class 10 contains 6958 members Mstep: Class 11 contains 36130 members Mstep: Class 12 contains 1333 members Mstep: Class 13 contains 1702 members Mstep: Class 14 contains 7579 members Mstep: Class 15 contains 932 members Mstep: Class 16 contains 1673 members Mstep: Class 17 contains 1827 members Mstep: Class 18 contains 1733 members Mstep: Class 19 contains 908 members Mstep: Class 20 contains 221974 members Entering Unmasked Estep ConsiderDeletion Score: -9290245.000000 Penalty: 10436.791016 Iteration 12Q: 19 clusters Score -9290245 nChanged 2672 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 1493 members Mstep: Class 3 contains 17160 members Mstep: Class 4 contains 18714 members Mstep: Class 5 contains 9159 members Mstep: Class 6 contains 690 members Mstep: Class 7 contains 3000 members Mstep: Class 9 contains 9072 members Mstep: Class 10 contains 6785 members Mstep: Class 11 contains 35713 members Mstep: Class 12 contains 1392 members Mstep: Class 13 contains 1813 members Mstep: Class 14 contains 7722 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 1117 members Mstep: Class 17 contains 1951 members Mstep: Class 18 contains 1757 members Mstep: Class 19 contains 946 members Mstep: Class 20 contains 222641 members Entering Unmasked Estep ConsiderDeletion Score: -9291604.000000 Penalty: 10436.791016 Iteration 13Q: 19 clusters Score -9291604 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 58 members Mstep: Class 2 contains 1419 members Mstep: Class 3 contains 17162 members Mstep: Class 4 contains 18503 members Mstep: Class 5 contains 9322 members Mstep: Class 6 contains 682 members Mstep: Class 7 contains 2961 members Mstep: Class 9 contains 9135 members Mstep: Class 10 contains 6647 members Mstep: Class 11 contains 35368 members Mstep: Class 12 contains 1464 members Mstep: Class 13 contains 1881 members Mstep: Class 14 contains 7827 members Mstep: Class 15 contains 1213 members Mstep: Class 16 contains 812 members Mstep: Class 17 contains 2053 members Mstep: Class 18 contains 1789 members Mstep: Class 19 contains 1010 members Mstep: Class 20 contains 222957 members Entering Unmasked Estep ConsiderDeletion Score: -9292422.000000 Penalty: 10436.791016 Iteration 14Q: 19 clusters Score -9292422 nChanged 1578 Entering Unmasked Mstep Mstep: Class 0 contains 59 members Mstep: Class 2 contains 1358 members Mstep: Class 3 contains 17181 members Mstep: Class 4 contains 18301 members Mstep: Class 5 contains 9471 members Mstep: Class 6 contains 679 members Mstep: Class 7 contains 2906 members Mstep: Class 9 contains 9191 members Mstep: Class 10 contains 6533 members Mstep: Class 11 contains 35088 members Mstep: Class 12 contains 1542 members Mstep: Class 13 contains 1926 members Mstep: Class 14 contains 7899 members Mstep: Class 15 contains 1370 members Mstep: Class 16 contains 640 members Mstep: Class 17 contains 2121 members Mstep: Class 18 contains 1813 members Mstep: Class 19 contains 1094 members Mstep: Class 20 contains 223091 members Entering Unmasked Estep ConsiderDeletion Score: -9293100.000000 Penalty: 10436.791016 Iteration 15Q: 19 clusters Score -9293100 nChanged 1316 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 2 contains 1344 members Mstep: Class 3 contains 17170 members Mstep: Class 4 contains 18098 members Mstep: Class 5 contains 9551 members Mstep: Class 6 contains 693 members Mstep: Class 7 contains 2861 members Mstep: Class 9 contains 9242 members Mstep: Class 10 contains 6439 members Mstep: Class 11 contains 34871 members Mstep: Class 12 contains 1590 members Mstep: Class 13 contains 1959 members Mstep: Class 14 contains 7966 members Mstep: Class 15 contains 1541 members Mstep: Class 16 contains 547 members Mstep: Class 17 contains 2174 members Mstep: Class 18 contains 1840 members Mstep: Class 19 contains 1166 members Mstep: Class 20 contains 223154 members Entering Unmasked Estep ConsiderDeletion Score: -9293593.000000 Penalty: 10436.791016 Iteration 16Q: 19 clusters Score -9293593 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 2 contains 1327 members Mstep: Class 3 contains 17150 members Mstep: Class 4 contains 17921 members Mstep: Class 5 contains 9594 members Mstep: Class 6 contains 717 members Mstep: Class 7 contains 2837 members Mstep: Class 9 contains 9293 members Mstep: Class 10 contains 6358 members Mstep: Class 11 contains 34683 members Mstep: Class 12 contains 1632 members Mstep: Class 13 contains 1983 members Mstep: Class 14 contains 8037 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 483 members Mstep: Class 17 contains 2218 members Mstep: Class 18 contains 1875 members Mstep: Class 19 contains 1239 members Mstep: Class 20 contains 223163 members Entering Unmasked Estep ConsiderDeletion Score: -9294051.000000 Penalty: 10436.791016 Iteration 17Q: 19 clusters Score -9294051 nChanged 1037 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 2 contains 1324 members Mstep: Class 3 contains 17120 members Mstep: Class 4 contains 17777 members Mstep: Class 5 contains 9572 members Mstep: Class 6 contains 746 members Mstep: Class 7 contains 2827 members Mstep: Class 9 contains 9348 members Mstep: Class 10 contains 6271 members Mstep: Class 11 contains 34533 members Mstep: Class 12 contains 1674 members Mstep: Class 13 contains 2002 members Mstep: Class 14 contains 8102 members Mstep: Class 15 contains 1839 members Mstep: Class 16 contains 440 members Mstep: Class 17 contains 2246 members Mstep: Class 18 contains 1931 members Mstep: Class 19 contains 1303 members Mstep: Class 20 contains 223152 members Entering Unmasked Estep ConsiderDeletion Score: -9294486.000000 Penalty: 10436.791016 Iteration 18Q: 19 clusters Score -9294486 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 57 members Mstep: Class 2 contains 1318 members Mstep: Class 3 contains 17076 members Mstep: Class 4 contains 17643 members Mstep: Class 5 contains 9477 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 2813 members Mstep: Class 9 contains 9403 members Mstep: Class 10 contains 6200 members Mstep: Class 11 contains 34411 members Mstep: Class 12 contains 1702 members Mstep: Class 13 contains 2013 members Mstep: Class 14 contains 8175 members Mstep: Class 15 contains 1967 members Mstep: Class 16 contains 417 members Mstep: Class 17 contains 2266 members Mstep: Class 18 contains 2049 members Mstep: Class 19 contains 1356 members Mstep: Class 20 contains 223141 members Entering Unmasked Estep ConsiderDeletion Score: -9294917.000000 Penalty: 10436.791016 Iteration 19Q: 19 clusters Score -9294917 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 56 members Mstep: Class 2 contains 1314 members Mstep: Class 3 contains 17041 members Mstep: Class 4 contains 17544 members Mstep: Class 5 contains 9363 members Mstep: Class 6 contains 812 members Mstep: Class 7 contains 2816 members Mstep: Class 9 contains 9446 members Mstep: Class 10 contains 6113 members Mstep: Class 11 contains 34267 members Mstep: Class 12 contains 1724 members Mstep: Class 13 contains 2022 members Mstep: Class 14 contains 8270 members Mstep: Class 15 contains 2051 members Mstep: Class 16 contains 407 members Mstep: Class 17 contains 2290 members Mstep: Class 18 contains 2214 members Mstep: Class 19 contains 1398 members Mstep: Class 20 contains 223115 members Entering Unmasked Estep ConsiderDeletion Score: -9297339.000000 Penalty: 10436.791016 Iteration 20F: 19 clusters Score -9297339 nChanged 1929 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 2 contains 1605 members Mstep: Class 3 contains 16986 members Mstep: Class 4 contains 17196 members Mstep: Class 5 contains 9242 members Mstep: Class 6 contains 861 members Mstep: Class 7 contains 2742 members Mstep: Class 9 contains 9329 members Mstep: Class 10 contains 5944 members Mstep: Class 11 contains 33899 members Mstep: Class 12 contains 1765 members Mstep: Class 13 contains 2208 members Mstep: Class 14 contains 8374 members Mstep: Class 15 contains 2351 members Mstep: Class 16 contains 404 members Mstep: Class 17 contains 2353 members Mstep: Class 18 contains 2362 members Mstep: Class 19 contains 1534 members Mstep: Class 20 contains 223078 members Entering Unmasked Estep ConsiderDeletion Score: -9300875.000000 Penalty: 10436.791016 Iteration 21Q: 19 clusters Score -9300875 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 2 contains 1826 members Mstep: Class 3 contains 16905 members Mstep: Class 4 contains 16825 members Mstep: Class 5 contains 9133 members Mstep: Class 6 contains 927 members Mstep: Class 7 contains 2677 members Mstep: Class 9 contains 9237 members Mstep: Class 10 contains 5674 members Mstep: Class 11 contains 33688 members Mstep: Class 12 contains 1791 members Mstep: Class 13 contains 2393 members Mstep: Class 14 contains 8442 members Mstep: Class 15 contains 2686 members Mstep: Class 16 contains 411 members Mstep: Class 17 contains 2401 members Mstep: Class 18 contains 2472 members Mstep: Class 19 contains 1672 members Mstep: Class 20 contains 223076 members Entering Unmasked Estep ConsiderDeletion Score: -9303135.000000 Penalty: 10436.791016 Iteration 22Q: 19 clusters Score -9303135 nChanged 1999 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1865 members Mstep: Class 3 contains 16838 members Mstep: Class 4 contains 16441 members Mstep: Class 5 contains 9092 members Mstep: Class 6 contains 1007 members Mstep: Class 7 contains 2634 members Mstep: Class 9 contains 9266 members Mstep: Class 10 contains 5352 members Mstep: Class 11 contains 33562 members Mstep: Class 12 contains 1816 members Mstep: Class 13 contains 2620 members Mstep: Class 14 contains 8445 members Mstep: Class 15 contains 3032 members Mstep: Class 16 contains 424 members Mstep: Class 17 contains 2433 members Mstep: Class 18 contains 2550 members Mstep: Class 19 contains 1787 members Mstep: Class 20 contains 223073 members Entering Unmasked Estep ConsiderDeletion Score: -9304600.000000 Penalty: 10436.791016 Iteration 23Q: 19 clusters Score -9304600 nChanged 1882 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1890 members Mstep: Class 3 contains 16790 members Mstep: Class 4 contains 16022 members Mstep: Class 5 contains 9093 members Mstep: Class 6 contains 1084 members Mstep: Class 7 contains 2598 members Mstep: Class 9 contains 9310 members Mstep: Class 10 contains 4957 members Mstep: Class 11 contains 33452 members Mstep: Class 12 contains 1831 members Mstep: Class 13 contains 2942 members Mstep: Class 14 contains 8380 members Mstep: Class 15 contains 3399 members Mstep: Class 16 contains 441 members Mstep: Class 17 contains 2467 members Mstep: Class 18 contains 2634 members Mstep: Class 19 contains 1882 members Mstep: Class 20 contains 223065 members Entering Unmasked Estep ConsiderDeletion Score: -9306148.000000 Penalty: 10436.791016 Iteration 24Q: 19 clusters Score -9306148 nChanged 1888 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1888 members Mstep: Class 3 contains 16762 members Mstep: Class 4 contains 15639 members Mstep: Class 5 contains 9125 members Mstep: Class 6 contains 1176 members Mstep: Class 7 contains 2556 members Mstep: Class 9 contains 9364 members Mstep: Class 10 contains 4480 members Mstep: Class 11 contains 33325 members Mstep: Class 12 contains 1835 members Mstep: Class 13 contains 3348 members Mstep: Class 14 contains 8256 members Mstep: Class 15 contains 3739 members Mstep: Class 16 contains 451 members Mstep: Class 17 contains 2505 members Mstep: Class 18 contains 2725 members Mstep: Class 19 contains 1997 members Mstep: Class 20 contains 223066 members Entering Unmasked Estep ConsiderDeletion Score: -9307668.000000 Penalty: 10436.791016 Iteration 25Q: 19 clusters Score -9307668 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1885 members Mstep: Class 3 contains 16771 members Mstep: Class 4 contains 15342 members Mstep: Class 5 contains 9127 members Mstep: Class 6 contains 1266 members Mstep: Class 7 contains 2516 members Mstep: Class 9 contains 9402 members Mstep: Class 10 contains 4166 members Mstep: Class 11 contains 33240 members Mstep: Class 12 contains 1831 members Mstep: Class 13 contains 3602 members Mstep: Class 14 contains 8082 members Mstep: Class 15 contains 4008 members Mstep: Class 16 contains 456 members Mstep: Class 17 contains 2528 members Mstep: Class 18 contains 2833 members Mstep: Class 19 contains 2099 members Mstep: Class 20 contains 223083 members Entering Unmasked Estep ConsiderDeletion Score: -9308702.000000 Penalty: 10436.791016 Iteration 26Q: 19 clusters Score -9308702 nChanged 1277 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1868 members Mstep: Class 3 contains 16775 members Mstep: Class 4 contains 15126 members Mstep: Class 5 contains 9133 members Mstep: Class 6 contains 1359 members Mstep: Class 7 contains 2496 members Mstep: Class 9 contains 9436 members Mstep: Class 10 contains 3969 members Mstep: Class 11 contains 33172 members Mstep: Class 12 contains 1831 members Mstep: Class 13 contains 3752 members Mstep: Class 14 contains 7901 members Mstep: Class 15 contains 4190 members Mstep: Class 16 contains 469 members Mstep: Class 17 contains 2548 members Mstep: Class 18 contains 2954 members Mstep: Class 19 contains 2185 members Mstep: Class 20 contains 223073 members Entering Unmasked Estep ConsiderDeletion Score: -9309397.000000 Penalty: 10436.791016 Iteration 27Q: 19 clusters Score -9309397 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1854 members Mstep: Class 3 contains 16786 members Mstep: Class 4 contains 14965 members Mstep: Class 5 contains 9151 members Mstep: Class 6 contains 1467 members Mstep: Class 7 contains 2472 members Mstep: Class 9 contains 9457 members Mstep: Class 10 contains 3836 members Mstep: Class 11 contains 33084 members Mstep: Class 12 contains 1836 members Mstep: Class 13 contains 3848 members Mstep: Class 14 contains 7760 members Mstep: Class 15 contains 4324 members Mstep: Class 16 contains 480 members Mstep: Class 17 contains 2555 members Mstep: Class 18 contains 3059 members Mstep: Class 19 contains 2256 members Mstep: Class 20 contains 223047 members Entering Unmasked Estep ConsiderDeletion Score: -9309754.000000 Penalty: 10436.791016 Iteration 28Q: 19 clusters Score -9309754 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1830 members Mstep: Class 3 contains 16809 members Mstep: Class 4 contains 14856 members Mstep: Class 5 contains 9175 members Mstep: Class 6 contains 1593 members Mstep: Class 7 contains 2453 members Mstep: Class 9 contains 9474 members Mstep: Class 10 contains 3736 members Mstep: Class 11 contains 32989 members Mstep: Class 12 contains 1856 members Mstep: Class 13 contains 3906 members Mstep: Class 14 contains 7631 members Mstep: Class 15 contains 4426 members Mstep: Class 16 contains 490 members Mstep: Class 17 contains 2543 members Mstep: Class 18 contains 3136 members Mstep: Class 19 contains 2310 members Mstep: Class 20 contains 223024 members Entering Unmasked Estep ConsiderDeletion Score: -9310008.000000 Penalty: 10436.791016 Iteration 29Q: 19 clusters Score -9310008 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1814 members Mstep: Class 3 contains 16820 members Mstep: Class 4 contains 14784 members Mstep: Class 5 contains 9195 members Mstep: Class 6 contains 1727 members Mstep: Class 7 contains 2431 members Mstep: Class 9 contains 9493 members Mstep: Class 10 contains 3643 members Mstep: Class 11 contains 32908 members Mstep: Class 12 contains 1862 members Mstep: Class 13 contains 3942 members Mstep: Class 14 contains 7539 members Mstep: Class 15 contains 4482 members Mstep: Class 16 contains 506 members Mstep: Class 17 contains 2544 members Mstep: Class 18 contains 3188 members Mstep: Class 19 contains 2362 members Mstep: Class 20 contains 222997 members Entering Unmasked Estep ConsiderDeletion Score: -9310107.000000 Penalty: 10436.791016 Iteration 30Q: 19 clusters Score -9310107 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1809 members Mstep: Class 3 contains 16843 members Mstep: Class 4 contains 14739 members Mstep: Class 5 contains 9214 members Mstep: Class 6 contains 1852 members Mstep: Class 7 contains 2395 members Mstep: Class 9 contains 9513 members Mstep: Class 10 contains 3552 members Mstep: Class 11 contains 32816 members Mstep: Class 12 contains 1861 members Mstep: Class 13 contains 3969 members Mstep: Class 14 contains 7482 members Mstep: Class 15 contains 4515 members Mstep: Class 16 contains 529 members Mstep: Class 17 contains 2546 members Mstep: Class 18 contains 3224 members Mstep: Class 19 contains 2399 members Mstep: Class 20 contains 222979 members Entering Unmasked Estep ConsiderDeletion Score: -9310231.000000 Penalty: 10436.791016 Iteration 31Q: 19 clusters Score -9310231 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1802 members Mstep: Class 3 contains 16855 members Mstep: Class 4 contains 14716 members Mstep: Class 5 contains 9223 members Mstep: Class 6 contains 1966 members Mstep: Class 7 contains 2369 members Mstep: Class 9 contains 9526 members Mstep: Class 10 contains 3481 members Mstep: Class 11 contains 32733 members Mstep: Class 12 contains 1863 members Mstep: Class 13 contains 3996 members Mstep: Class 14 contains 7442 members Mstep: Class 15 contains 4529 members Mstep: Class 16 contains 543 members Mstep: Class 17 contains 2545 members Mstep: Class 18 contains 3254 members Mstep: Class 19 contains 2424 members Mstep: Class 20 contains 222970 members Entering Unmasked Estep ConsiderDeletion Score: -9310335.000000 Penalty: 10436.791016 Iteration 32Q: 19 clusters Score -9310335 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1798 members Mstep: Class 3 contains 16870 members Mstep: Class 4 contains 14705 members Mstep: Class 5 contains 9236 members Mstep: Class 6 contains 2084 members Mstep: Class 7 contains 2346 members Mstep: Class 9 contains 9533 members Mstep: Class 10 contains 3424 members Mstep: Class 11 contains 32632 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 4020 members Mstep: Class 14 contains 7416 members Mstep: Class 15 contains 4537 members Mstep: Class 16 contains 554 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 3274 members Mstep: Class 19 contains 2435 members Mstep: Class 20 contains 222957 members Entering Unmasked Estep ConsiderDeletion Score: -9310386.000000 Penalty: 10436.791016 Iteration 33Q: 19 clusters Score -9310386 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1790 members Mstep: Class 3 contains 16883 members Mstep: Class 4 contains 14699 members Mstep: Class 5 contains 9249 members Mstep: Class 6 contains 2198 members Mstep: Class 7 contains 2325 members Mstep: Class 9 contains 9545 members Mstep: Class 10 contains 3352 members Mstep: Class 11 contains 32535 members Mstep: Class 12 contains 1882 members Mstep: Class 13 contains 4034 members Mstep: Class 14 contains 7401 members Mstep: Class 15 contains 4544 members Mstep: Class 16 contains 565 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 3288 members Mstep: Class 19 contains 2454 members Mstep: Class 20 contains 222952 members Entering Unmasked Estep ConsiderDeletion Score: -9310484.000000 Penalty: 10436.791016 Iteration 34Q: 19 clusters Score -9310484 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1785 members Mstep: Class 3 contains 16888 members Mstep: Class 4 contains 14698 members Mstep: Class 5 contains 9272 members Mstep: Class 6 contains 2312 members Mstep: Class 7 contains 2308 members Mstep: Class 9 contains 9554 members Mstep: Class 10 contains 3274 members Mstep: Class 11 contains 32471 members Mstep: Class 12 contains 1876 members Mstep: Class 13 contains 4043 members Mstep: Class 14 contains 7389 members Mstep: Class 15 contains 4540 members Mstep: Class 16 contains 569 members Mstep: Class 17 contains 2537 members Mstep: Class 18 contains 3298 members Mstep: Class 19 contains 2465 members Mstep: Class 20 contains 222958 members Entering Unmasked Estep ConsiderDeletion Score: -9310525.000000 Penalty: 10436.791016 Iteration 35Q: 19 clusters Score -9310525 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1782 members Mstep: Class 3 contains 16889 members Mstep: Class 4 contains 14698 members Mstep: Class 5 contains 9278 members Mstep: Class 6 contains 2412 members Mstep: Class 7 contains 2284 members Mstep: Class 9 contains 9571 members Mstep: Class 10 contains 3211 members Mstep: Class 11 contains 32408 members Mstep: Class 12 contains 1878 members Mstep: Class 13 contains 4052 members Mstep: Class 14 contains 7383 members Mstep: Class 15 contains 4532 members Mstep: Class 16 contains 580 members Mstep: Class 17 contains 2545 members Mstep: Class 18 contains 3301 members Mstep: Class 19 contains 2471 members Mstep: Class 20 contains 222962 members Entering Unmasked Estep ConsiderDeletion Score: -9310589.000000 Penalty: 10436.791016 Iteration 36Q: 19 clusters Score -9310589 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1779 members Mstep: Class 3 contains 16906 members Mstep: Class 4 contains 14695 members Mstep: Class 5 contains 9299 members Mstep: Class 6 contains 2512 members Mstep: Class 7 contains 2269 members Mstep: Class 9 contains 9593 members Mstep: Class 10 contains 3135 members Mstep: Class 11 contains 32342 members Mstep: Class 12 contains 1883 members Mstep: Class 13 contains 4057 members Mstep: Class 14 contains 7378 members Mstep: Class 15 contains 4512 members Mstep: Class 16 contains 589 members Mstep: Class 17 contains 2551 members Mstep: Class 18 contains 3308 members Mstep: Class 19 contains 2477 members Mstep: Class 20 contains 222952 members Entering Unmasked Estep ConsiderDeletion Score: -9310616.000000 Penalty: 10436.791016 Iteration 37Q: 19 clusters Score -9310616 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 1777 members Mstep: Class 3 contains 16927 members Mstep: Class 4 contains 14691 members Mstep: Class 5 contains 9311 members Mstep: Class 6 contains 2632 members Mstep: Class 7 contains 2258 members Mstep: Class 9 contains 9610 members Mstep: Class 10 contains 3068 members Mstep: Class 11 contains 32250 members Mstep: Class 12 contains 1884 members Mstep: Class 13 contains 4061 members Mstep: Class 14 contains 7372 members Mstep: Class 15 contains 4495 members Mstep: Class 16 contains 600 members Mstep: Class 17 contains 2560 members Mstep: Class 18 contains 3314 members Mstep: Class 19 contains 2483 members Mstep: Class 20 contains 222944 members Entering Unmasked Estep ConsiderDeletion Score: -9310671.000000 Penalty: 10436.791016 Iteration 38Q: 19 clusters Score -9310671 nChanged 339 Entering ConstructFrom: Score: -9310671.000000 Penalty: 10436.791016 Entering ConstructFrom: Trying to split cluster 2 (1777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Entering Unmasked Estep Score: -31430.773438 Penalty: 340.462006 Iteration 0F: 2 clusters Score -31430.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -30142.691406 Penalty: 680.924011 Iteration 0F: 3 clusters Score -30142.69 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -30917.253906 Penalty: 680.924011 Iteration 1F: 3 clusters Score -30917.25 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -31345.064453 Penalty: 680.924011 Iteration 2F: 3 clusters Score -31345.06 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -31825.468750 Penalty: 680.924011 Iteration 3F: 3 clusters Score -31825.47 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -32074.074219 Penalty: 680.924011 Iteration 4F: 3 clusters Score -32074.07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -32166.601562 Penalty: 680.924011 Iteration 5Q: 3 clusters Score -32166.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -32211.689453 Penalty: 680.924011 Iteration 6Q: 3 clusters Score -32211.69 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -32265.929688 Penalty: 680.924011 Iteration 7Q: 3 clusters Score -32265.93 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -32296.197266 Penalty: 680.924011 Iteration 8Q: 3 clusters Score -32296.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -32302.609375 Penalty: 680.924011 Iteration 9Q: 3 clusters Score -32302.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -32304.560547 Penalty: 680.924011 Iteration 10Q: 3 clusters Score -32304.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -32305.232422 Penalty: 680.924011 Iteration 11Q: 3 clusters Score -32305.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -32305.232422 Penalty: 680.924011 Iteration 12F: 3 clusters Score -32305.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 701 members Mstep: Class 3 contains 16938 members Mstep: Class 4 contains 14687 members Mstep: Class 5 contains 9324 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 2249 members Mstep: Class 9 contains 9621 members Mstep: Class 10 contains 3001 members Mstep: Class 11 contains 32170 members Mstep: Class 12 contains 1882 members Mstep: Class 13 contains 4066 members Mstep: Class 14 contains 7369 members Mstep: Class 15 contains 4480 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2571 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 2484 members Mstep: Class 20 contains 222936 members Entering Unmasked Estep Score: -9311332.000000 Penalty: 11016.613281 Splitting cluster 2 changes total score from -9310671.000000 to -9311332.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 3 (16938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16938 members Entering Unmasked Estep Score: -510011.000000 Penalty: 443.047852 Iteration 0F: 2 clusters Score -510011 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8427 members Mstep: Class 2 contains 8511 members Entering Unmasked Estep Score: -498715.062500 Penalty: 886.095703 Iteration 0F: 3 clusters Score -498715.1 nChanged 7975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7750 members Mstep: Class 2 contains 9188 members Entering Unmasked Estep Score: -504029.406250 Penalty: 886.095703 Iteration 1F: 3 clusters Score -504029.4 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 9508 members Entering Unmasked Estep Score: -504668.406250 Penalty: 886.095703 Iteration 2F: 3 clusters Score -504668.4 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 9787 members Entering Unmasked Estep Score: -505387.500000 Penalty: 886.095703 Iteration 3F: 3 clusters Score -505387.5 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6953 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -506153.312500 Penalty: 886.095703 Iteration 4F: 3 clusters Score -506153.3 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 10107 members Entering Unmasked Estep Score: -506752.625000 Penalty: 886.095703 Iteration 5F: 3 clusters Score -506752.6 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6737 members Mstep: Class 2 contains 10201 members Entering Unmasked Estep Score: -507158.437500 Penalty: 886.095703 Iteration 6Q: 3 clusters Score -507158.4 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -507426.437500 Penalty: 886.095703 Iteration 7Q: 3 clusters Score -507426.4 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6478 members Mstep: Class 2 contains 10460 members Entering Unmasked Estep Score: -507623.125000 Penalty: 886.095703 Iteration 8Q: 3 clusters Score -507623.1 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6327 members Mstep: Class 2 contains 10611 members Entering Unmasked Estep Score: -507794.093750 Penalty: 886.095703 Iteration 9Q: 3 clusters Score -507794.1 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6181 members Mstep: Class 2 contains 10757 members Entering Unmasked Estep Score: -507995.593750 Penalty: 886.095703 Iteration 10Q: 3 clusters Score -507995.6 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 10931 members Entering Unmasked Estep Score: -508209.781250 Penalty: 886.095703 Iteration 11Q: 3 clusters Score -508209.8 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5826 members Mstep: Class 2 contains 11112 members Entering Unmasked Estep Score: -508384.625000 Penalty: 886.095703 Iteration 12Q: 3 clusters Score -508384.6 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5644 members Mstep: Class 2 contains 11294 members Entering Unmasked Estep Score: -508520.656250 Penalty: 886.095703 Iteration 13Q: 3 clusters Score -508520.7 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5464 members Mstep: Class 2 contains 11474 members Entering Unmasked Estep Score: -508647.750000 Penalty: 886.095703 Iteration 14Q: 3 clusters Score -508647.8 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5264 members Mstep: Class 2 contains 11674 members Entering Unmasked Estep Score: -508781.562500 Penalty: 886.095703 Iteration 15Q: 3 clusters Score -508781.6 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5031 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -508924.781250 Penalty: 886.095703 Iteration 16Q: 3 clusters Score -508924.8 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 12151 members Entering Unmasked Estep Score: -509074.187500 Penalty: 886.095703 Iteration 17Q: 3 clusters Score -509074.2 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 12445 members Entering Unmasked Estep Score: -509248.250000 Penalty: 886.095703 Iteration 18Q: 3 clusters Score -509248.2 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4220 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -509411.843750 Penalty: 886.095703 Iteration 19Q: 3 clusters Score -509411.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 13008 members Entering Unmasked Estep Score: -509580.781250 Penalty: 886.095703 Iteration 20F: 3 clusters Score -509580.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 13294 members Entering Unmasked Estep Score: -509746.218750 Penalty: 886.095703 Iteration 21Q: 3 clusters Score -509746.2 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 13570 members Entering Unmasked Estep Score: -509920.656250 Penalty: 886.095703 Iteration 22Q: 3 clusters Score -509920.7 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 13812 members Entering Unmasked Estep Score: -510084.937500 Penalty: 886.095703 Iteration 23Q: 3 clusters Score -510084.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2903 members Mstep: Class 2 contains 14035 members Entering Unmasked Estep Score: -510245.250000 Penalty: 886.095703 Iteration 24Q: 3 clusters Score -510245.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -510382.562500 Penalty: 886.095703 Iteration 25Q: 3 clusters Score -510382.6 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 14383 members Entering Unmasked Estep Score: -510512.218750 Penalty: 886.095703 Iteration 26Q: 3 clusters Score -510512.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 14514 members Entering Unmasked Estep Score: -510584.843750 Penalty: 886.095703 Iteration 27Q: 3 clusters Score -510584.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 14606 members Entering Unmasked Estep Score: -510613.562500 Penalty: 886.095703 Iteration 28Q: 3 clusters Score -510613.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 14669 members Entering Unmasked Estep Score: -510625.406250 Penalty: 886.095703 Iteration 29Q: 3 clusters Score -510625.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 14712 members Entering Unmasked Estep Score: -510630.781250 Penalty: 886.095703 Iteration 30Q: 3 clusters Score -510630.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 14731 members Entering Unmasked Estep Score: -510631.468750 Penalty: 886.095703 Iteration 31Q: 3 clusters Score -510631.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 14746 members Entering Unmasked Estep Score: -510633.343750 Penalty: 886.095703 Iteration 32Q: 3 clusters Score -510633.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 14757 members Entering Unmasked Estep Score: -510633.937500 Penalty: 886.095703 Iteration 33Q: 3 clusters Score -510633.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 14762 members Entering Unmasked Estep Score: -510633.187500 Penalty: 886.095703 Iteration 34Q: 3 clusters Score -510633.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -510633.312500 Penalty: 886.095703 Iteration 35Q: 3 clusters Score -510633.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 14766 members Entering Unmasked Estep Score: -510633.937500 Penalty: 886.095703 Iteration 36Q: 3 clusters Score -510633.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 14767 members Entering Unmasked Estep Score: -510634.343750 Penalty: 886.095703 Iteration 37Q: 3 clusters Score -510634.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 14768 members Entering Unmasked Estep Score: -510634.343750 Penalty: 886.095703 Iteration 38Q: 3 clusters Score -510634.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 14769 members Entering Unmasked Estep Score: -510634.156250 Penalty: 886.095703 Iteration 39Q: 3 clusters Score -510634.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 14771 members Entering Unmasked Estep Score: -510634.531250 Penalty: 886.095703 Iteration 40F: 3 clusters Score -510634.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 701 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 14687 members Mstep: Class 5 contains 9324 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 2249 members Mstep: Class 8 contains 14771 members Mstep: Class 9 contains 9621 members Mstep: Class 10 contains 3001 members Mstep: Class 11 contains 32170 members Mstep: Class 12 contains 1882 members Mstep: Class 13 contains 4066 members Mstep: Class 14 contains 7369 members Mstep: Class 15 contains 4480 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2571 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 2484 members Mstep: Class 20 contains 222936 members Entering Unmasked Estep Score: -9311832.000000 Penalty: 11596.434570 Splitting cluster 3 changes total score from -9310671.000000 to -9311832.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 4 (14687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14687 members Entering Unmasked Estep Score: -437955.687500 Penalty: 436.559662 Iteration 0F: 2 clusters Score -437955.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7233 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -428144.968750 Penalty: 873.119324 Iteration 0F: 3 clusters Score -428145 nChanged 6971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6410 members Mstep: Class 2 contains 8277 members Entering Unmasked Estep Score: -432485.218750 Penalty: 873.119324 Iteration 1F: 3 clusters Score -432485.2 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 8694 members Entering Unmasked Estep Score: -432985.218750 Penalty: 873.119324 Iteration 2F: 3 clusters Score -432985.2 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 9226 members Entering Unmasked Estep Score: -433626.500000 Penalty: 873.119324 Iteration 3F: 3 clusters Score -433626.5 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 9784 members Entering Unmasked Estep Score: -434335.781250 Penalty: 873.119324 Iteration 4F: 3 clusters Score -434335.8 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 10394 members Entering Unmasked Estep Score: -435113.687500 Penalty: 873.119324 Iteration 5F: 3 clusters Score -435113.7 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -435853.906250 Penalty: 873.119324 Iteration 6F: 3 clusters Score -435853.9 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3208 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -436487.593750 Penalty: 873.119324 Iteration 7F: 3 clusters Score -436487.6 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 11889 members Entering Unmasked Estep Score: -436958.656250 Penalty: 873.119324 Iteration 8Q: 3 clusters Score -436958.7 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 12154 members Entering Unmasked Estep Score: -437273.125000 Penalty: 873.119324 Iteration 9Q: 3 clusters Score -437273.1 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 12351 members Entering Unmasked Estep Score: -437471.062500 Penalty: 873.119324 Iteration 10Q: 3 clusters Score -437471.1 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -437596.312500 Penalty: 873.119324 Iteration 11Q: 3 clusters Score -437596.3 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 12597 members Entering Unmasked Estep Score: -437675.906250 Penalty: 873.119324 Iteration 12Q: 3 clusters Score -437675.9 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 12682 members Entering Unmasked Estep Score: -437728.125000 Penalty: 873.119324 Iteration 13Q: 3 clusters Score -437728.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 12746 members Entering Unmasked Estep Score: -437764.937500 Penalty: 873.119324 Iteration 14Q: 3 clusters Score -437764.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 12830 members Entering Unmasked Estep Score: -437800.218750 Penalty: 873.119324 Iteration 15Q: 3 clusters Score -437800.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -437822.218750 Penalty: 873.119324 Iteration 16Q: 3 clusters Score -437822.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 12948 members Entering Unmasked Estep Score: -437835.968750 Penalty: 873.119324 Iteration 17Q: 3 clusters Score -437836 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 13003 members Entering Unmasked Estep Score: -437848.906250 Penalty: 873.119324 Iteration 18Q: 3 clusters Score -437848.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -437860.031250 Penalty: 873.119324 Iteration 19Q: 3 clusters Score -437860 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 13103 members Entering Unmasked Estep Score: -437872.656250 Penalty: 873.119324 Iteration 20F: 3 clusters Score -437872.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 13157 members Entering Unmasked Estep Score: -437886.281250 Penalty: 873.119324 Iteration 21Q: 3 clusters Score -437886.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 13207 members Entering Unmasked Estep Score: -437897.562500 Penalty: 873.119324 Iteration 22Q: 3 clusters Score -437897.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 13238 members Entering Unmasked Estep Score: -437902.062500 Penalty: 873.119324 Iteration 23Q: 3 clusters Score -437902.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 13266 members Entering Unmasked Estep Score: -437907.406250 Penalty: 873.119324 Iteration 24Q: 3 clusters Score -437907.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 13293 members Entering Unmasked Estep Score: -437911.468750 Penalty: 873.119324 Iteration 25Q: 3 clusters Score -437911.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 13315 members Entering Unmasked Estep Score: -437916.781250 Penalty: 873.119324 Iteration 26Q: 3 clusters Score -437916.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 13332 members Entering Unmasked Estep Score: -437920.531250 Penalty: 873.119324 Iteration 27Q: 3 clusters Score -437920.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 13349 members Entering Unmasked Estep Score: -437922.750000 Penalty: 873.119324 Iteration 28Q: 3 clusters Score -437922.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 13356 members Entering Unmasked Estep Score: -437924.156250 Penalty: 873.119324 Iteration 29Q: 3 clusters Score -437924.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -437931.218750 Penalty: 873.119324 Iteration 30Q: 3 clusters Score -437931.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 13380 members Entering Unmasked Estep Score: -437932.593750 Penalty: 873.119324 Iteration 31Q: 3 clusters Score -437932.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 13393 members Entering Unmasked Estep Score: -437933.156250 Penalty: 873.119324 Iteration 32Q: 3 clusters Score -437933.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 13403 members Entering Unmasked Estep Score: -437933.437500 Penalty: 873.119324 Iteration 33Q: 3 clusters Score -437933.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 13411 members Entering Unmasked Estep Score: -437933.343750 Penalty: 873.119324 Iteration 34Q: 3 clusters Score -437933.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -437933.812500 Penalty: 873.119324 Iteration 35Q: 3 clusters Score -437933.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 13413 members Entering Unmasked Estep Score: -437933.218750 Penalty: 873.119324 Iteration 36Q: 3 clusters Score -437933.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 13416 members Entering Unmasked Estep Score: -437934.781250 Penalty: 873.119324 Iteration 37Q: 3 clusters Score -437934.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 13419 members Entering Unmasked Estep Score: -437934.593750 Penalty: 873.119324 Iteration 38Q: 3 clusters Score -437934.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -437934.562500 Penalty: 873.119324 Iteration 39Q: 3 clusters Score -437934.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 13420 members Entering Unmasked Estep Score: -437934.562500 Penalty: 873.119324 Iteration 40F: 3 clusters Score -437934.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (9324 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Entering Unmasked Estep Score: -275483.656250 Penalty: 415.885773 Iteration 0F: 2 clusters Score -275483.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -269332.281250 Penalty: 831.771545 Iteration 0F: 3 clusters Score -269332.3 nChanged 4298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -272163.093750 Penalty: 831.771545 Iteration 1F: 3 clusters Score -272163.1 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4941 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -272544.343750 Penalty: 831.771545 Iteration 2F: 3 clusters Score -272544.3 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4977 members Mstep: Class 2 contains 4347 members Entering Unmasked Estep Score: -272855.812500 Penalty: 831.771545 Iteration 3F: 3 clusters Score -272855.8 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -273097.187500 Penalty: 831.771545 Iteration 4F: 3 clusters Score -273097.2 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -273280.968750 Penalty: 831.771545 Iteration 5Q: 3 clusters Score -273281 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5069 members Mstep: Class 2 contains 4255 members Entering Unmasked Estep Score: -273431.093750 Penalty: 831.771545 Iteration 6Q: 3 clusters Score -273431.1 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 4233 members Entering Unmasked Estep Score: -273578.687500 Penalty: 831.771545 Iteration 7Q: 3 clusters Score -273578.7 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -273738.937500 Penalty: 831.771545 Iteration 8Q: 3 clusters Score -273738.9 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5215 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -273891.656250 Penalty: 831.771545 Iteration 9Q: 3 clusters Score -273891.7 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5263 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -274032.187500 Penalty: 831.771545 Iteration 10Q: 3 clusters Score -274032.2 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -274132.218750 Penalty: 831.771545 Iteration 11Q: 3 clusters Score -274132.2 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5351 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -274203.562500 Penalty: 831.771545 Iteration 12Q: 3 clusters Score -274203.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5402 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -274254.843750 Penalty: 831.771545 Iteration 13Q: 3 clusters Score -274254.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -274307.968750 Penalty: 831.771545 Iteration 14Q: 3 clusters Score -274308 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -274367.281250 Penalty: 831.771545 Iteration 15Q: 3 clusters Score -274367.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5615 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -274417.031250 Penalty: 831.771545 Iteration 16Q: 3 clusters Score -274417 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5707 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -274466.406250 Penalty: 831.771545 Iteration 17Q: 3 clusters Score -274466.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -274503.468750 Penalty: 831.771545 Iteration 18Q: 3 clusters Score -274503.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5879 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -274539.875000 Penalty: 831.771545 Iteration 19Q: 3 clusters Score -274539.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5969 members Mstep: Class 2 contains 3355 members Entering Unmasked Estep Score: -274577.656250 Penalty: 831.771545 Iteration 20F: 3 clusters Score -274577.7 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6066 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -274617.281250 Penalty: 831.771545 Iteration 21Q: 3 clusters Score -274617.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6162 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -274652.250000 Penalty: 831.771545 Iteration 22Q: 3 clusters Score -274652.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -274689.406250 Penalty: 831.771545 Iteration 23Q: 3 clusters Score -274689.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -274731.093750 Penalty: 831.771545 Iteration 24Q: 3 clusters Score -274731.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -274762.281250 Penalty: 831.771545 Iteration 25Q: 3 clusters Score -274762.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -274797.718750 Penalty: 831.771545 Iteration 26Q: 3 clusters Score -274797.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 2659 members Entering Unmasked Estep Score: -274835.906250 Penalty: 831.771545 Iteration 27Q: 3 clusters Score -274835.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -274873.375000 Penalty: 831.771545 Iteration 28Q: 3 clusters Score -274873.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -274919.718750 Penalty: 831.771545 Iteration 29Q: 3 clusters Score -274919.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -274966.156250 Penalty: 831.771545 Iteration 30Q: 3 clusters Score -274966.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7091 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -275014.968750 Penalty: 831.771545 Iteration 31Q: 3 clusters Score -275015 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -275064.062500 Penalty: 831.771545 Iteration 32Q: 3 clusters Score -275064.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -275107.937500 Penalty: 831.771545 Iteration 33Q: 3 clusters Score -275107.9 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -275162.781250 Penalty: 831.771545 Iteration 34Q: 3 clusters Score -275162.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7542 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -275210.625000 Penalty: 831.771545 Iteration 35Q: 3 clusters Score -275210.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -275246.437500 Penalty: 831.771545 Iteration 36Q: 3 clusters Score -275246.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7720 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -275273.468750 Penalty: 831.771545 Iteration 37Q: 3 clusters Score -275273.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7810 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -275301.500000 Penalty: 831.771545 Iteration 38Q: 3 clusters Score -275301.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7878 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -275317.125000 Penalty: 831.771545 Iteration 39Q: 3 clusters Score -275317.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7923 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -275325.312500 Penalty: 831.771545 Iteration 40F: 3 clusters Score -275325.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -275331.281250 Penalty: 831.771545 Iteration 41Q: 3 clusters Score -275331.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -275336.312500 Penalty: 831.771545 Iteration 42Q: 3 clusters Score -275336.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8024 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -275342.406250 Penalty: 831.771545 Iteration 43Q: 3 clusters Score -275342.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8057 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -275349.031250 Penalty: 831.771545 Iteration 44Q: 3 clusters Score -275349 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8089 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -275354.093750 Penalty: 831.771545 Iteration 45Q: 3 clusters Score -275354.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8118 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -275359.593750 Penalty: 831.771545 Iteration 46Q: 3 clusters Score -275359.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8142 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -275364.500000 Penalty: 831.771545 Iteration 47Q: 3 clusters Score -275364.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -275369.718750 Penalty: 831.771545 Iteration 48Q: 3 clusters Score -275369.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8191 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -275375.468750 Penalty: 831.771545 Iteration 49Q: 3 clusters Score -275375.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8215 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -275379.781250 Penalty: 831.771545 Iteration 50Q: 3 clusters Score -275379.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -275381.968750 Penalty: 831.771545 Iteration 51Q: 3 clusters Score -275382 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8245 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -275383.031250 Penalty: 831.771545 Iteration 52Q: 3 clusters Score -275383 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8252 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -275383.437500 Penalty: 831.771545 Iteration 53Q: 3 clusters Score -275383.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8258 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -275383.968750 Penalty: 831.771545 Iteration 54Q: 3 clusters Score -275384 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8265 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -275385.000000 Penalty: 831.771545 Iteration 55Q: 3 clusters Score -275385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8267 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -275385.468750 Penalty: 831.771545 Iteration 56Q: 3 clusters Score -275385.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -275385.250000 Penalty: 831.771545 Iteration 57Q: 3 clusters Score -275385.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8273 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -275386.281250 Penalty: 831.771545 Iteration 58Q: 3 clusters Score -275386.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -275386.625000 Penalty: 831.771545 Iteration 59Q: 3 clusters Score -275386.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8279 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -275387.687500 Penalty: 831.771545 Iteration 60F: 3 clusters Score -275387.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8283 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -275388.312500 Penalty: 831.771545 Iteration 61Q: 3 clusters Score -275388.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8285 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -275388.187500 Penalty: 831.771545 Iteration 62Q: 3 clusters Score -275388.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -275388.656250 Penalty: 831.771545 Iteration 63Q: 3 clusters Score -275388.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8295 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -275390.343750 Penalty: 831.771545 Iteration 64Q: 3 clusters Score -275390.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8300 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -275391.218750 Penalty: 831.771545 Iteration 65Q: 3 clusters Score -275391.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8307 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -275392.656250 Penalty: 831.771545 Iteration 66Q: 3 clusters Score -275392.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8316 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -275395.718750 Penalty: 831.771545 Iteration 67Q: 3 clusters Score -275395.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8327 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -275398.531250 Penalty: 831.771545 Iteration 68Q: 3 clusters Score -275398.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8337 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -275400.937500 Penalty: 831.771545 Iteration 69Q: 3 clusters Score -275400.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -275402.687500 Penalty: 831.771545 Iteration 70Q: 3 clusters Score -275402.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8360 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -275406.281250 Penalty: 831.771545 Iteration 71Q: 3 clusters Score -275406.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -275408.250000 Penalty: 831.771545 Iteration 72Q: 3 clusters Score -275408.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8381 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -275411.375000 Penalty: 831.771545 Iteration 73Q: 3 clusters Score -275411.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8386 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -275413.281250 Penalty: 831.771545 Iteration 74Q: 3 clusters Score -275413.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8392 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -275415.093750 Penalty: 831.771545 Iteration 75Q: 3 clusters Score -275415.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -275415.156250 Penalty: 831.771545 Iteration 76Q: 3 clusters Score -275415.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -275415.218750 Penalty: 831.771545 Iteration 77Q: 3 clusters Score -275415.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -275415.437500 Penalty: 831.771545 Iteration 78Q: 3 clusters Score -275415.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8396 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -275415.437500 Penalty: 831.771545 Iteration 79F: 3 clusters Score -275415.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (2754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Entering Unmasked Estep Score: -90776.773438 Penalty: 360.396851 Iteration 0F: 2 clusters Score -90776.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -88814.546875 Penalty: 720.793701 Iteration 0F: 3 clusters Score -88814.55 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -89468.296875 Penalty: 720.793701 Iteration 1F: 3 clusters Score -89468.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -89570.328125 Penalty: 720.793701 Iteration 2F: 3 clusters Score -89570.33 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -89655.976562 Penalty: 720.793701 Iteration 3F: 3 clusters Score -89655.98 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -89730.539062 Penalty: 720.793701 Iteration 4F: 3 clusters Score -89730.54 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -89798.648438 Penalty: 720.793701 Iteration 5Q: 3 clusters Score -89798.65 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -89865.328125 Penalty: 720.793701 Iteration 6Q: 3 clusters Score -89865.33 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -89940.750000 Penalty: 720.793701 Iteration 7Q: 3 clusters Score -89940.75 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -90014.898438 Penalty: 720.793701 Iteration 8Q: 3 clusters Score -90014.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -90065.078125 Penalty: 720.793701 Iteration 9Q: 3 clusters Score -90065.08 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -90096.000000 Penalty: 720.793701 Iteration 10Q: 3 clusters Score -90096 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -90118.304688 Penalty: 720.793701 Iteration 11Q: 3 clusters Score -90118.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -90128.484375 Penalty: 720.793701 Iteration 12Q: 3 clusters Score -90128.48 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -90133.578125 Penalty: 720.793701 Iteration 13Q: 3 clusters Score -90133.58 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -90138.023438 Penalty: 720.793701 Iteration 14Q: 3 clusters Score -90138.02 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -90141.398438 Penalty: 720.793701 Iteration 15Q: 3 clusters Score -90141.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -90146.078125 Penalty: 720.793701 Iteration 16Q: 3 clusters Score -90146.08 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -90151.937500 Penalty: 720.793701 Iteration 17Q: 3 clusters Score -90151.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -90158.718750 Penalty: 720.793701 Iteration 18Q: 3 clusters Score -90158.72 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -90161.890625 Penalty: 720.793701 Iteration 19Q: 3 clusters Score -90161.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -90163.054688 Penalty: 720.793701 Iteration 20F: 3 clusters Score -90163.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -90164.109375 Penalty: 720.793701 Iteration 21Q: 3 clusters Score -90164.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -90164.890625 Penalty: 720.793701 Iteration 22Q: 3 clusters Score -90164.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -90165.304688 Penalty: 720.793701 Iteration 23Q: 3 clusters Score -90165.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -90165.734375 Penalty: 720.793701 Iteration 24Q: 3 clusters Score -90165.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -90166.257812 Penalty: 720.793701 Iteration 25Q: 3 clusters Score -90166.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -90166.656250 Penalty: 720.793701 Iteration 26Q: 3 clusters Score -90166.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -90166.882812 Penalty: 720.793701 Iteration 27Q: 3 clusters Score -90166.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -90166.882812 Penalty: 720.793701 Iteration 28Q: 3 clusters Score -90166.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -90166.882812 Penalty: 720.793701 Iteration 29F: 3 clusters Score -90166.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Entering Unmasked Estep Score: -53252.929688 Penalty: 351.179962 Iteration 0F: 2 clusters Score -53252.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -51724.304688 Penalty: 702.359924 Iteration 0F: 3 clusters Score -51724.3 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -52573.468750 Penalty: 702.359924 Iteration 1F: 3 clusters Score -52573.47 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -52761.808594 Penalty: 702.359924 Iteration 2F: 3 clusters Score -52761.81 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -52897.593750 Penalty: 702.359924 Iteration 3F: 3 clusters Score -52897.59 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -52987.152344 Penalty: 702.359924 Iteration 4F: 3 clusters Score -52987.15 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -53041.937500 Penalty: 702.359924 Iteration 5Q: 3 clusters Score -53041.94 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -53077.511719 Penalty: 702.359924 Iteration 6Q: 3 clusters Score -53077.51 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -53110.355469 Penalty: 702.359924 Iteration 7Q: 3 clusters Score -53110.36 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -53147.742188 Penalty: 702.359924 Iteration 8Q: 3 clusters Score -53147.74 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -53190.093750 Penalty: 702.359924 Iteration 9Q: 3 clusters Score -53190.09 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -53222.691406 Penalty: 702.359924 Iteration 10Q: 3 clusters Score -53222.69 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -53249.585938 Penalty: 702.359924 Iteration 11Q: 3 clusters Score -53249.59 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -53276.589844 Penalty: 702.359924 Iteration 12Q: 3 clusters Score -53276.59 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -53301.917969 Penalty: 702.359924 Iteration 13Q: 3 clusters Score -53301.92 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -53328.074219 Penalty: 702.359924 Iteration 14Q: 3 clusters Score -53328.07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -53355.687500 Penalty: 702.359924 Iteration 15Q: 3 clusters Score -53355.69 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -53374.636719 Penalty: 702.359924 Iteration 16Q: 3 clusters Score -53374.64 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -53391.027344 Penalty: 702.359924 Iteration 17Q: 3 clusters Score -53391.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -53401.433594 Penalty: 702.359924 Iteration 18Q: 3 clusters Score -53401.43 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -53411.277344 Penalty: 702.359924 Iteration 19Q: 3 clusters Score -53411.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -53417.632812 Penalty: 702.359924 Iteration 20F: 3 clusters Score -53417.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -53427.257812 Penalty: 702.359924 Iteration 21Q: 3 clusters Score -53427.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -53446.871094 Penalty: 702.359924 Iteration 22Q: 3 clusters Score -53446.87 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -53471.828125 Penalty: 702.359924 Iteration 23Q: 3 clusters Score -53471.83 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -53493.312500 Penalty: 702.359924 Iteration 24Q: 3 clusters Score -53493.31 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -53534.703125 Penalty: 702.359924 Iteration 25Q: 3 clusters Score -53534.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -53610.574219 Penalty: 702.359924 Iteration 26Q: 3 clusters Score -53610.57 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -53740.503906 Penalty: 702.359924 Iteration 27Q: 3 clusters Score -53740.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -53827.812500 Penalty: 702.359924 Iteration 28Q: 3 clusters Score -53827.81 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -53856.386719 Penalty: 702.359924 Iteration 29Q: 3 clusters Score -53856.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -53864.589844 Penalty: 702.359924 Iteration 30Q: 3 clusters Score -53864.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -53868.191406 Penalty: 702.359924 Iteration 31Q: 3 clusters Score -53868.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -53871.128906 Penalty: 702.359924 Iteration 32Q: 3 clusters Score -53871.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -53872.500000 Penalty: 702.359924 Iteration 33Q: 3 clusters Score -53872.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -53872.843750 Penalty: 702.359924 Iteration 34Q: 3 clusters Score -53872.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -53873.316406 Penalty: 702.359924 Iteration 35Q: 3 clusters Score -53873.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -53873.480469 Penalty: 702.359924 Iteration 36Q: 3 clusters Score -53873.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -53873.480469 Penalty: 702.359924 Iteration 37F: 3 clusters Score -53873.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 701 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 14687 members Mstep: Class 5 contains 9324 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 1507 members Mstep: Class 8 contains 14771 members Mstep: Class 9 contains 9621 members Mstep: Class 10 contains 3001 members Mstep: Class 11 contains 32170 members Mstep: Class 12 contains 1882 members Mstep: Class 13 contains 4066 members Mstep: Class 14 contains 7369 members Mstep: Class 15 contains 4480 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2571 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 2484 members Mstep: Class 20 contains 222936 members Mstep: Class 21 contains 742 members Entering Unmasked Estep Score: -9312237.000000 Penalty: 12176.256836 Splitting cluster 7 changes total score from -9310671.000000 to -9312237.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 9 (9621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9621 members Entering Unmasked Estep Score: -257214.437500 Penalty: 417.312500 Iteration 0F: 2 clusters Score -257214.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -250890.296875 Penalty: 834.625000 Iteration 0F: 3 clusters Score -250890.3 nChanged 4479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4622 members Mstep: Class 2 contains 4999 members Entering Unmasked Estep Score: -254452.687500 Penalty: 834.625000 Iteration 1F: 3 clusters Score -254452.7 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -255504.781250 Penalty: 834.625000 Iteration 2F: 3 clusters Score -255504.8 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -256338.531250 Penalty: 834.625000 Iteration 3F: 3 clusters Score -256338.5 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5425 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -256970.921875 Penalty: 834.625000 Iteration 4F: 3 clusters Score -256970.9 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -257339.437500 Penalty: 834.625000 Iteration 5F: 3 clusters Score -257339.4 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 3794 members Entering Unmasked Estep Score: -257528.328125 Penalty: 834.625000 Iteration 6Q: 3 clusters Score -257528.3 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -257651.046875 Penalty: 834.625000 Iteration 7Q: 3 clusters Score -257651 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 3498 members Entering Unmasked Estep Score: -257723.156250 Penalty: 834.625000 Iteration 8Q: 3 clusters Score -257723.2 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -257767.703125 Penalty: 834.625000 Iteration 9Q: 3 clusters Score -257767.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -257797.921875 Penalty: 834.625000 Iteration 10Q: 3 clusters Score -257797.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6412 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -257820.890625 Penalty: 834.625000 Iteration 11Q: 3 clusters Score -257820.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -257837.828125 Penalty: 834.625000 Iteration 12Q: 3 clusters Score -257837.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 3072 members Entering Unmasked Estep Score: -257848.062500 Penalty: 834.625000 Iteration 13Q: 3 clusters Score -257848.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -257855.140625 Penalty: 834.625000 Iteration 14Q: 3 clusters Score -257855.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6639 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -257860.687500 Penalty: 834.625000 Iteration 15Q: 3 clusters Score -257860.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -257865.687500 Penalty: 834.625000 Iteration 16Q: 3 clusters Score -257865.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -257872.312500 Penalty: 834.625000 Iteration 17Q: 3 clusters Score -257872.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6774 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -257880.656250 Penalty: 834.625000 Iteration 18Q: 3 clusters Score -257880.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6812 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -257885.812500 Penalty: 834.625000 Iteration 19Q: 3 clusters Score -257885.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6854 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -257892.187500 Penalty: 834.625000 Iteration 20F: 3 clusters Score -257892.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -257896.921875 Penalty: 834.625000 Iteration 21Q: 3 clusters Score -257896.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6915 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -257898.765625 Penalty: 834.625000 Iteration 22Q: 3 clusters Score -257898.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6934 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -257900.609375 Penalty: 834.625000 Iteration 23Q: 3 clusters Score -257900.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -257902.859375 Penalty: 834.625000 Iteration 24Q: 3 clusters Score -257902.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -257904.078125 Penalty: 834.625000 Iteration 25Q: 3 clusters Score -257904.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6992 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -257905.796875 Penalty: 834.625000 Iteration 26Q: 3 clusters Score -257905.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7019 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -257910.203125 Penalty: 834.625000 Iteration 27Q: 3 clusters Score -257910.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -257915.796875 Penalty: 834.625000 Iteration 28Q: 3 clusters Score -257915.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7092 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -257921.734375 Penalty: 834.625000 Iteration 29Q: 3 clusters Score -257921.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -257925.078125 Penalty: 834.625000 Iteration 30Q: 3 clusters Score -257925.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -257927.921875 Penalty: 834.625000 Iteration 31Q: 3 clusters Score -257927.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7168 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -257931.500000 Penalty: 834.625000 Iteration 32Q: 3 clusters Score -257931.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7188 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -257932.828125 Penalty: 834.625000 Iteration 33Q: 3 clusters Score -257932.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -257934.796875 Penalty: 834.625000 Iteration 34Q: 3 clusters Score -257934.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7232 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -257937.281250 Penalty: 834.625000 Iteration 35Q: 3 clusters Score -257937.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7253 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -257938.828125 Penalty: 834.625000 Iteration 36Q: 3 clusters Score -257938.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7271 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -257940.375000 Penalty: 834.625000 Iteration 37Q: 3 clusters Score -257940.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7282 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -257941.375000 Penalty: 834.625000 Iteration 38Q: 3 clusters Score -257941.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -257942.453125 Penalty: 834.625000 Iteration 39Q: 3 clusters Score -257942.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7305 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -257943.859375 Penalty: 834.625000 Iteration 40F: 3 clusters Score -257943.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -257945.218750 Penalty: 834.625000 Iteration 41Q: 3 clusters Score -257945.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -257946.234375 Penalty: 834.625000 Iteration 42Q: 3 clusters Score -257946.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7347 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -257948.187500 Penalty: 834.625000 Iteration 43Q: 3 clusters Score -257948.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -257952.171875 Penalty: 834.625000 Iteration 44Q: 3 clusters Score -257952.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -257956.437500 Penalty: 834.625000 Iteration 45Q: 3 clusters Score -257956.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -257959.359375 Penalty: 834.625000 Iteration 46Q: 3 clusters Score -257959.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7464 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -257964.218750 Penalty: 834.625000 Iteration 47Q: 3 clusters Score -257964.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7486 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -257966.812500 Penalty: 834.625000 Iteration 48Q: 3 clusters Score -257966.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7503 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -257968.234375 Penalty: 834.625000 Iteration 49Q: 3 clusters Score -257968.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -257969.796875 Penalty: 834.625000 Iteration 50Q: 3 clusters Score -257969.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7538 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -257971.203125 Penalty: 834.625000 Iteration 51Q: 3 clusters Score -257971.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7549 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -257971.578125 Penalty: 834.625000 Iteration 52Q: 3 clusters Score -257971.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7557 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -257972.218750 Penalty: 834.625000 Iteration 53Q: 3 clusters Score -257972.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7563 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -257972.625000 Penalty: 834.625000 Iteration 54Q: 3 clusters Score -257972.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -257972.765625 Penalty: 834.625000 Iteration 55Q: 3 clusters Score -257972.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -257973.718750 Penalty: 834.625000 Iteration 56Q: 3 clusters Score -257973.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -257973.406250 Penalty: 834.625000 Iteration 57Q: 3 clusters Score -257973.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -257973.562500 Penalty: 834.625000 Iteration 58Q: 3 clusters Score -257973.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -257973.609375 Penalty: 834.625000 Iteration 59Q: 3 clusters Score -257973.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7588 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -257974.046875 Penalty: 834.625000 Iteration 60F: 3 clusters Score -257974 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7591 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -257974.578125 Penalty: 834.625000 Iteration 61Q: 3 clusters Score -257974.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -257974.640625 Penalty: 834.625000 Iteration 62Q: 3 clusters Score -257974.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -257974.437500 Penalty: 834.625000 Iteration 63Q: 3 clusters Score -257974.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -257974.437500 Penalty: 834.625000 Iteration 64F: 3 clusters Score -257974.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 701 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 14687 members Mstep: Class 5 contains 9324 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 1507 members Mstep: Class 8 contains 14771 members Mstep: Class 9 contains 7598 members Mstep: Class 10 contains 3001 members Mstep: Class 11 contains 32170 members Mstep: Class 12 contains 1882 members Mstep: Class 13 contains 4066 members Mstep: Class 14 contains 7369 members Mstep: Class 15 contains 4480 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2571 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 2484 members Mstep: Class 20 contains 222936 members Mstep: Class 21 contains 742 members Mstep: Class 22 contains 2023 members Entering Unmasked Estep Score: -9312848.000000 Penalty: 12756.078125 Splitting cluster 9 changes total score from -9310671.000000 to -9312848.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 10 (3001 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Entering Unmasked Estep Score: -78241.796875 Penalty: 364.304871 Iteration 0F: 2 clusters Score -78241.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -76204.757812 Penalty: 728.609741 Iteration 0F: 3 clusters Score -76204.76 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -77662.328125 Penalty: 728.609741 Iteration 1F: 3 clusters Score -77662.33 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -78719.796875 Penalty: 728.609741 Iteration 2F: 3 clusters Score -78719.8 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -79342.242188 Penalty: 728.609741 Iteration 3F: 3 clusters Score -79342.24 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -79512.539062 Penalty: 728.609741 Iteration 4Q: 3 clusters Score -79512.54 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -79580.031250 Penalty: 728.609741 Iteration 5Q: 3 clusters Score -79580.03 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -79592.390625 Penalty: 728.609741 Iteration 6Q: 3 clusters Score -79592.39 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -79600.960938 Penalty: 728.609741 Iteration 7Q: 3 clusters Score -79600.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -79603.773438 Penalty: 728.609741 Iteration 8Q: 3 clusters Score -79603.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -79604.750000 Penalty: 728.609741 Iteration 9Q: 3 clusters Score -79604.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -79605.421875 Penalty: 728.609741 Iteration 10Q: 3 clusters Score -79605.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -79606.437500 Penalty: 728.609741 Iteration 11Q: 3 clusters Score -79606.44 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -79607.828125 Penalty: 728.609741 Iteration 12Q: 3 clusters Score -79607.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -79609.398438 Penalty: 728.609741 Iteration 13Q: 3 clusters Score -79609.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -79610.570312 Penalty: 728.609741 Iteration 14Q: 3 clusters Score -79610.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -79611.187500 Penalty: 728.609741 Iteration 15Q: 3 clusters Score -79611.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -79611.914062 Penalty: 728.609741 Iteration 16Q: 3 clusters Score -79611.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -79612.304688 Penalty: 728.609741 Iteration 17Q: 3 clusters Score -79612.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -79612.953125 Penalty: 728.609741 Iteration 18Q: 3 clusters Score -79612.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -79613.531250 Penalty: 728.609741 Iteration 19Q: 3 clusters Score -79613.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -79613.742188 Penalty: 728.609741 Iteration 20F: 3 clusters Score -79613.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 701 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 14687 members Mstep: Class 5 contains 9324 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 1507 members Mstep: Class 8 contains 14771 members Mstep: Class 9 contains 7598 members Mstep: Class 10 contains 1353 members Mstep: Class 11 contains 32170 members Mstep: Class 12 contains 1882 members Mstep: Class 13 contains 4066 members Mstep: Class 14 contains 7369 members Mstep: Class 15 contains 4480 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2571 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 2484 members Mstep: Class 20 contains 222936 members Mstep: Class 21 contains 742 members Mstep: Class 22 contains 2023 members Mstep: Class 23 contains 1648 members Entering Unmasked Estep Score: -9314016.000000 Penalty: 13335.899414 Splitting cluster 10 changes total score from -9310671.000000 to -9314016.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (32170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32170 members Entering Unmasked Estep Score: -865165.375000 Penalty: 472.234955 Iteration 0F: 2 clusters Score -865165.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16132 members Mstep: Class 2 contains 16038 members Entering Unmasked Estep Score: -843425.312500 Penalty: 944.469910 Iteration 0F: 3 clusters Score -843425.3 nChanged 15659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17639 members Mstep: Class 2 contains 14531 members Entering Unmasked Estep Score: -853399.875000 Penalty: 944.469910 Iteration 1F: 3 clusters Score -853399.9 nChanged 1844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18595 members Mstep: Class 2 contains 13575 members Entering Unmasked Estep Score: -854332.437500 Penalty: 944.469910 Iteration 2F: 3 clusters Score -854332.4 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19775 members Mstep: Class 2 contains 12395 members Entering Unmasked Estep Score: -855489.187500 Penalty: 944.469910 Iteration 3F: 3 clusters Score -855489.2 nChanged 1901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20982 members Mstep: Class 2 contains 11188 members Entering Unmasked Estep Score: -856640.562500 Penalty: 944.469910 Iteration 4F: 3 clusters Score -856640.6 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22260 members Mstep: Class 2 contains 9910 members Entering Unmasked Estep Score: -857720.125000 Penalty: 944.469910 Iteration 5F: 3 clusters Score -857720.1 nChanged 1610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23592 members Mstep: Class 2 contains 8578 members Entering Unmasked Estep Score: -858812.750000 Penalty: 944.469910 Iteration 6F: 3 clusters Score -858812.8 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24954 members Mstep: Class 2 contains 7216 members Entering Unmasked Estep Score: -859934.437500 Penalty: 944.469910 Iteration 7Q: 3 clusters Score -859934.4 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26180 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -860875.062500 Penalty: 944.469910 Iteration 8Q: 3 clusters Score -860875.1 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27287 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -861673.437500 Penalty: 944.469910 Iteration 9Q: 3 clusters Score -861673.4 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28405 members Mstep: Class 2 contains 3765 members Entering Unmasked Estep Score: -862482.375000 Penalty: 944.469910 Iteration 10Q: 3 clusters Score -862482.4 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29376 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -863184.750000 Penalty: 944.469910 Iteration 11Q: 3 clusters Score -863184.8 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30159 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -863765.125000 Penalty: 944.469910 Iteration 12Q: 3 clusters Score -863765.1 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30761 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -864244.562500 Penalty: 944.469910 Iteration 13Q: 3 clusters Score -864244.6 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31157 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -864530.062500 Penalty: 944.469910 Iteration 14Q: 3 clusters Score -864530.1 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31398 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -864708.937500 Penalty: 944.469910 Iteration 15Q: 3 clusters Score -864708.9 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31564 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -864836.812500 Penalty: 944.469910 Iteration 16Q: 3 clusters Score -864836.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31660 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -864898.000000 Penalty: 944.469910 Iteration 17Q: 3 clusters Score -864898 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31710 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -864931.500000 Penalty: 944.469910 Iteration 18Q: 3 clusters Score -864931.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31746 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -864972.062500 Penalty: 944.469910 Iteration 19Q: 3 clusters Score -864972.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31759 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -865011.000000 Penalty: 944.469910 Iteration 20F: 3 clusters Score -865011 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31752 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -865027.250000 Penalty: 944.469910 Iteration 21Q: 3 clusters Score -865027.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31756 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -865049.312500 Penalty: 944.469910 Iteration 22Q: 3 clusters Score -865049.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31763 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -865062.687500 Penalty: 944.469910 Iteration 23Q: 3 clusters Score -865062.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31765 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -865067.375000 Penalty: 944.469910 Iteration 24Q: 3 clusters Score -865067.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31768 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -865075.187500 Penalty: 944.469910 Iteration 25Q: 3 clusters Score -865075.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31772 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -865082.312500 Penalty: 944.469910 Iteration 26Q: 3 clusters Score -865082.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31778 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -865086.750000 Penalty: 944.469910 Iteration 27Q: 3 clusters Score -865086.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31782 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -865095.375000 Penalty: 944.469910 Iteration 28Q: 3 clusters Score -865095.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31784 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -865101.312500 Penalty: 944.469910 Iteration 29Q: 3 clusters Score -865101.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31789 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -865103.687500 Penalty: 944.469910 Iteration 30Q: 3 clusters Score -865103.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31793 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -865107.562500 Penalty: 944.469910 Iteration 31Q: 3 clusters Score -865107.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31797 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -865110.437500 Penalty: 944.469910 Iteration 32Q: 3 clusters Score -865110.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31798 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -865111.187500 Penalty: 944.469910 Iteration 33Q: 3 clusters Score -865111.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31801 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -865110.937500 Penalty: 944.469910 Iteration 34Q: 3 clusters Score -865110.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31802 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -865111.562500 Penalty: 944.469910 Iteration 35Q: 3 clusters Score -865111.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31802 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -865111.562500 Penalty: 944.469910 Iteration 36F: 3 clusters Score -865111.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1882 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Entering Unmasked Estep Score: -48353.156250 Penalty: 343.074127 Iteration 0F: 2 clusters Score -48353.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -46990.023438 Penalty: 686.148254 Iteration 0F: 3 clusters Score -46990.02 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -47445.699219 Penalty: 686.148254 Iteration 1F: 3 clusters Score -47445.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -47587.214844 Penalty: 686.148254 Iteration 2F: 3 clusters Score -47587.21 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -47686.976562 Penalty: 686.148254 Iteration 3F: 3 clusters Score -47686.98 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -47759.246094 Penalty: 686.148254 Iteration 4F: 3 clusters Score -47759.25 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -47820.765625 Penalty: 686.148254 Iteration 5F: 3 clusters Score -47820.77 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -47885.957031 Penalty: 686.148254 Iteration 6F: 3 clusters Score -47885.96 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -47962.308594 Penalty: 686.148254 Iteration 7Q: 3 clusters Score -47962.31 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -48022.152344 Penalty: 686.148254 Iteration 8Q: 3 clusters Score -48022.15 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -48054.937500 Penalty: 686.148254 Iteration 9Q: 3 clusters Score -48054.94 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -48072.027344 Penalty: 686.148254 Iteration 10Q: 3 clusters Score -48072.03 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -48087.730469 Penalty: 686.148254 Iteration 11Q: 3 clusters Score -48087.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -48102.707031 Penalty: 686.148254 Iteration 12Q: 3 clusters Score -48102.71 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -48116.152344 Penalty: 686.148254 Iteration 13Q: 3 clusters Score -48116.15 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -48132.238281 Penalty: 686.148254 Iteration 14Q: 3 clusters Score -48132.24 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -48144.011719 Penalty: 686.148254 Iteration 15Q: 3 clusters Score -48144.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -48154.421875 Penalty: 686.148254 Iteration 16Q: 3 clusters Score -48154.42 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -48163.148438 Penalty: 686.148254 Iteration 17Q: 3 clusters Score -48163.15 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -48170.570312 Penalty: 686.148254 Iteration 18Q: 3 clusters Score -48170.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -48178.199219 Penalty: 686.148254 Iteration 19Q: 3 clusters Score -48178.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -48183.613281 Penalty: 686.148254 Iteration 20F: 3 clusters Score -48183.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -48187.429688 Penalty: 686.148254 Iteration 21Q: 3 clusters Score -48187.43 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -48192.750000 Penalty: 686.148254 Iteration 22Q: 3 clusters Score -48192.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -48199.324219 Penalty: 686.148254 Iteration 23Q: 3 clusters Score -48199.32 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -48202.781250 Penalty: 686.148254 Iteration 24Q: 3 clusters Score -48202.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -48203.808594 Penalty: 686.148254 Iteration 25Q: 3 clusters Score -48203.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -48205.199219 Penalty: 686.148254 Iteration 26Q: 3 clusters Score -48205.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -48205.957031 Penalty: 686.148254 Iteration 27Q: 3 clusters Score -48205.96 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -48208.152344 Penalty: 686.148254 Iteration 28Q: 3 clusters Score -48208.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -48209.972656 Penalty: 686.148254 Iteration 29Q: 3 clusters Score -48209.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -48211.652344 Penalty: 686.148254 Iteration 30Q: 3 clusters Score -48211.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -48212.285156 Penalty: 686.148254 Iteration 31Q: 3 clusters Score -48212.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -48212.511719 Penalty: 686.148254 Iteration 32Q: 3 clusters Score -48212.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -48212.535156 Penalty: 686.148254 Iteration 33Q: 3 clusters Score -48212.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -48212.535156 Penalty: 686.148254 Iteration 34F: 3 clusters Score -48212.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (4066 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Entering Unmasked Estep Score: -123753.710938 Penalty: 378.123901 Iteration 0F: 2 clusters Score -123753.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2008 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -120974.023438 Penalty: 756.247803 Iteration 0F: 3 clusters Score -120974 nChanged 1792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -122049.320312 Penalty: 756.247803 Iteration 1F: 3 clusters Score -122049.3 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -122287.960938 Penalty: 756.247803 Iteration 2F: 3 clusters Score -122288 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -122489.437500 Penalty: 756.247803 Iteration 3F: 3 clusters Score -122489.4 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2590 members Entering Unmasked Estep Score: -122650.062500 Penalty: 756.247803 Iteration 4F: 3 clusters Score -122650.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -122820.632812 Penalty: 756.247803 Iteration 5F: 3 clusters Score -122820.6 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -122989.789062 Penalty: 756.247803 Iteration 6F: 3 clusters Score -122989.8 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -123141.500000 Penalty: 756.247803 Iteration 7Q: 3 clusters Score -123141.5 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -123257.554688 Penalty: 756.247803 Iteration 8Q: 3 clusters Score -123257.6 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -123343.921875 Penalty: 756.247803 Iteration 9Q: 3 clusters Score -123343.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -123396.882812 Penalty: 756.247803 Iteration 10Q: 3 clusters Score -123396.9 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -123444.085938 Penalty: 756.247803 Iteration 11Q: 3 clusters Score -123444.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -123485.539062 Penalty: 756.247803 Iteration 12Q: 3 clusters Score -123485.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -123515.398438 Penalty: 756.247803 Iteration 13Q: 3 clusters Score -123515.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -123539.359375 Penalty: 756.247803 Iteration 14Q: 3 clusters Score -123539.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -123572.304688 Penalty: 756.247803 Iteration 15Q: 3 clusters Score -123572.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -123598.750000 Penalty: 756.247803 Iteration 16Q: 3 clusters Score -123598.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -123631.414062 Penalty: 756.247803 Iteration 17Q: 3 clusters Score -123631.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -123652.375000 Penalty: 756.247803 Iteration 18Q: 3 clusters Score -123652.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -123661.632812 Penalty: 756.247803 Iteration 19Q: 3 clusters Score -123661.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 3874 members Entering Unmasked Estep Score: -123663.789062 Penalty: 756.247803 Iteration 20F: 3 clusters Score -123663.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -123665.359375 Penalty: 756.247803 Iteration 21Q: 3 clusters Score -123665.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -123665.359375 Penalty: 756.247803 Iteration 22F: 3 clusters Score -123665.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7369 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7369 members Entering Unmasked Estep Score: -216094.203125 Penalty: 405.179169 Iteration 0F: 2 clusters Score -216094.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 3711 members Entering Unmasked Estep Score: -211151.218750 Penalty: 810.358337 Iteration 0F: 3 clusters Score -211151.2 nChanged 3417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -213211.921875 Penalty: 810.358337 Iteration 1F: 3 clusters Score -213211.9 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 4329 members Entering Unmasked Estep Score: -213563.781250 Penalty: 810.358337 Iteration 2F: 3 clusters Score -213563.8 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -213892.578125 Penalty: 810.358337 Iteration 3F: 3 clusters Score -213892.6 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 4990 members Entering Unmasked Estep Score: -214208.843750 Penalty: 810.358337 Iteration 4F: 3 clusters Score -214208.8 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 5360 members Entering Unmasked Estep Score: -214599.406250 Penalty: 810.358337 Iteration 5F: 3 clusters Score -214599.4 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 5699 members Entering Unmasked Estep Score: -215043.125000 Penalty: 810.358337 Iteration 6F: 3 clusters Score -215043.1 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 5936 members Entering Unmasked Estep Score: -215416.281250 Penalty: 810.358337 Iteration 7Q: 3 clusters Score -215416.3 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -215644.437500 Penalty: 810.358337 Iteration 8Q: 3 clusters Score -215644.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 6174 members Entering Unmasked Estep Score: -215742.234375 Penalty: 810.358337 Iteration 9Q: 3 clusters Score -215742.2 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -215791.328125 Penalty: 810.358337 Iteration 10Q: 3 clusters Score -215791.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -215829.703125 Penalty: 810.358337 Iteration 11Q: 3 clusters Score -215829.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 6354 members Entering Unmasked Estep Score: -215860.062500 Penalty: 810.358337 Iteration 12Q: 3 clusters Score -215860.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -215879.937500 Penalty: 810.358337 Iteration 13Q: 3 clusters Score -215879.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -215892.218750 Penalty: 810.358337 Iteration 14Q: 3 clusters Score -215892.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 6447 members Entering Unmasked Estep Score: -215902.140625 Penalty: 810.358337 Iteration 15Q: 3 clusters Score -215902.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 6472 members Entering Unmasked Estep Score: -215910.218750 Penalty: 810.358337 Iteration 16Q: 3 clusters Score -215910.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -215916.765625 Penalty: 810.358337 Iteration 17Q: 3 clusters Score -215916.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 6515 members Entering Unmasked Estep Score: -215922.625000 Penalty: 810.358337 Iteration 18Q: 3 clusters Score -215922.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 6537 members Entering Unmasked Estep Score: -215927.765625 Penalty: 810.358337 Iteration 19Q: 3 clusters Score -215927.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 6558 members Entering Unmasked Estep Score: -215933.375000 Penalty: 810.358337 Iteration 20F: 3 clusters Score -215933.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -215938.546875 Penalty: 810.358337 Iteration 21Q: 3 clusters Score -215938.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -215942.953125 Penalty: 810.358337 Iteration 22Q: 3 clusters Score -215943 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -215952.421875 Penalty: 810.358337 Iteration 23Q: 3 clusters Score -215952.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -215959.796875 Penalty: 810.358337 Iteration 24Q: 3 clusters Score -215959.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 6664 members Entering Unmasked Estep Score: -215966.546875 Penalty: 810.358337 Iteration 25Q: 3 clusters Score -215966.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 6682 members Entering Unmasked Estep Score: -215971.656250 Penalty: 810.358337 Iteration 26Q: 3 clusters Score -215971.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -215975.125000 Penalty: 810.358337 Iteration 27Q: 3 clusters Score -215975.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -215977.375000 Penalty: 810.358337 Iteration 28Q: 3 clusters Score -215977.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -215978.453125 Penalty: 810.358337 Iteration 29Q: 3 clusters Score -215978.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -215979.265625 Penalty: 810.358337 Iteration 30Q: 3 clusters Score -215979.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -215979.046875 Penalty: 810.358337 Iteration 31Q: 3 clusters Score -215979 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -215979.640625 Penalty: 810.358337 Iteration 32Q: 3 clusters Score -215979.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -215979.546875 Penalty: 810.358337 Iteration 33Q: 3 clusters Score -215979.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -215979.546875 Penalty: 810.358337 Iteration 34F: 3 clusters Score -215979.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (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: -135063.796875 Penalty: 382.535706 Iteration 0F: 2 clusters Score -135063.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -131993.953125 Penalty: 765.071411 Iteration 0F: 3 clusters Score -131994 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 2626 members Entering Unmasked Estep Score: -133237.234375 Penalty: 765.071411 Iteration 1F: 3 clusters Score -133237.2 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -133501.000000 Penalty: 765.071411 Iteration 2F: 3 clusters Score -133501 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -133767.953125 Penalty: 765.071411 Iteration 3F: 3 clusters Score -133768 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -134028.781250 Penalty: 765.071411 Iteration 4F: 3 clusters Score -134028.8 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 3309 members Entering Unmasked Estep Score: -134208.546875 Penalty: 765.071411 Iteration 5Q: 3 clusters Score -134208.5 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -134301.328125 Penalty: 765.071411 Iteration 6Q: 3 clusters Score -134301.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -134368.875000 Penalty: 765.071411 Iteration 7Q: 3 clusters Score -134368.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -134425.812500 Penalty: 765.071411 Iteration 8Q: 3 clusters Score -134425.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -134470.281250 Penalty: 765.071411 Iteration 9Q: 3 clusters Score -134470.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -134510.765625 Penalty: 765.071411 Iteration 10Q: 3 clusters Score -134510.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -134542.906250 Penalty: 765.071411 Iteration 11Q: 3 clusters Score -134542.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -134577.203125 Penalty: 765.071411 Iteration 12Q: 3 clusters Score -134577.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -134605.062500 Penalty: 765.071411 Iteration 13Q: 3 clusters Score -134605.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -134631.562500 Penalty: 765.071411 Iteration 14Q: 3 clusters Score -134631.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -134661.031250 Penalty: 765.071411 Iteration 15Q: 3 clusters Score -134661 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -134678.437500 Penalty: 765.071411 Iteration 16Q: 3 clusters Score -134678.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -134689.390625 Penalty: 765.071411 Iteration 17Q: 3 clusters Score -134689.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 4072 members Entering Unmasked Estep Score: -134693.546875 Penalty: 765.071411 Iteration 18Q: 3 clusters Score -134693.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -134696.812500 Penalty: 765.071411 Iteration 19Q: 3 clusters Score -134696.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -134699.859375 Penalty: 765.071411 Iteration 20F: 3 clusters Score -134699.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -134705.468750 Penalty: 765.071411 Iteration 21Q: 3 clusters Score -134705.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -134708.187500 Penalty: 765.071411 Iteration 22Q: 3 clusters Score -134708.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -134709.406250 Penalty: 765.071411 Iteration 23Q: 3 clusters Score -134709.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 4130 members Entering Unmasked Estep Score: -134711.171875 Penalty: 765.071411 Iteration 24Q: 3 clusters Score -134711.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -134714.734375 Penalty: 765.071411 Iteration 25Q: 3 clusters Score -134714.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 4153 members Entering Unmasked Estep Score: -134718.515625 Penalty: 765.071411 Iteration 26Q: 3 clusters Score -134718.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 4161 members Entering Unmasked Estep Score: -134720.984375 Penalty: 765.071411 Iteration 27Q: 3 clusters Score -134721 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -134722.468750 Penalty: 765.071411 Iteration 28Q: 3 clusters Score -134722.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -134723.000000 Penalty: 765.071411 Iteration 29Q: 3 clusters Score -134723 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -134723.000000 Penalty: 765.071411 Iteration 30F: 3 clusters Score -134723 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Entering Unmasked Estep Score: -17177.501953 Penalty: 291.961334 Iteration 0F: 2 clusters Score -17177.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -16626.953125 Penalty: 583.922668 Iteration 0F: 3 clusters Score -16626.95 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -16816.697266 Penalty: 583.922668 Iteration 1F: 3 clusters Score -16816.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -16874.240234 Penalty: 583.922668 Iteration 2F: 3 clusters Score -16874.24 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -16906.136719 Penalty: 583.922668 Iteration 3F: 3 clusters Score -16906.14 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -16928.974609 Penalty: 583.922668 Iteration 4Q: 3 clusters Score -16928.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -16940.695312 Penalty: 583.922668 Iteration 5Q: 3 clusters Score -16940.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -16948.205078 Penalty: 583.922668 Iteration 6Q: 3 clusters Score -16948.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -16953.746094 Penalty: 583.922668 Iteration 7Q: 3 clusters Score -16953.75 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -16963.281250 Penalty: 583.922668 Iteration 8Q: 3 clusters Score -16963.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -16977.455078 Penalty: 583.922668 Iteration 9Q: 3 clusters Score -16977.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -16987.011719 Penalty: 583.922668 Iteration 10Q: 3 clusters Score -16987.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -16991.542969 Penalty: 583.922668 Iteration 11Q: 3 clusters Score -16991.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -16995.525391 Penalty: 583.922668 Iteration 12Q: 3 clusters Score -16995.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -16996.673828 Penalty: 583.922668 Iteration 13Q: 3 clusters Score -16996.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -16999.427734 Penalty: 583.922668 Iteration 14Q: 3 clusters Score -16999.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -17000.416016 Penalty: 583.922668 Iteration 15Q: 3 clusters Score -17000.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -17002.816406 Penalty: 583.922668 Iteration 16Q: 3 clusters Score -17002.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -17006.626953 Penalty: 583.922668 Iteration 17Q: 3 clusters Score -17006.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -17010.458984 Penalty: 583.922668 Iteration 18Q: 3 clusters Score -17010.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -17014.000000 Penalty: 583.922668 Iteration 19Q: 3 clusters Score -17014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -17016.066406 Penalty: 583.922668 Iteration 20F: 3 clusters Score -17016.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -17020.136719 Penalty: 583.922668 Iteration 21Q: 3 clusters Score -17020.14 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -17022.027344 Penalty: 583.922668 Iteration 22Q: 3 clusters Score -17022.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -17025.419922 Penalty: 583.922668 Iteration 23Q: 3 clusters Score -17025.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -17026.951172 Penalty: 583.922668 Iteration 24Q: 3 clusters Score -17026.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -17026.951172 Penalty: 583.922668 Iteration 25F: 3 clusters Score -17026.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Entering Unmasked Estep Score: -78117.992188 Penalty: 357.268280 Iteration 0F: 2 clusters Score -78117.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -76316.234375 Penalty: 714.536560 Iteration 0F: 3 clusters Score -76316.23 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -76993.281250 Penalty: 714.536560 Iteration 1F: 3 clusters Score -76993.28 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -77124.117188 Penalty: 714.536560 Iteration 2F: 3 clusters Score -77124.12 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -77230.429688 Penalty: 714.536560 Iteration 3F: 3 clusters Score -77230.43 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -77327.406250 Penalty: 714.536560 Iteration 4F: 3 clusters Score -77327.41 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -77424.914062 Penalty: 714.536560 Iteration 5F: 3 clusters Score -77424.91 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -77501.421875 Penalty: 714.536560 Iteration 6Q: 3 clusters Score -77501.42 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -77564.421875 Penalty: 714.536560 Iteration 7Q: 3 clusters Score -77564.42 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -77615.843750 Penalty: 714.536560 Iteration 8Q: 3 clusters Score -77615.84 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -77640.312500 Penalty: 714.536560 Iteration 9Q: 3 clusters Score -77640.31 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -77659.007812 Penalty: 714.536560 Iteration 10Q: 3 clusters Score -77659.01 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -77672.226562 Penalty: 714.536560 Iteration 11Q: 3 clusters Score -77672.23 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -77687.320312 Penalty: 714.536560 Iteration 12Q: 3 clusters Score -77687.32 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -77703.132812 Penalty: 714.536560 Iteration 13Q: 3 clusters Score -77703.13 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -77713.929688 Penalty: 714.536560 Iteration 14Q: 3 clusters Score -77713.93 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -77727.445312 Penalty: 714.536560 Iteration 15Q: 3 clusters Score -77727.45 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -77743.367188 Penalty: 714.536560 Iteration 16Q: 3 clusters Score -77743.37 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -77769.546875 Penalty: 714.536560 Iteration 17Q: 3 clusters Score -77769.55 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -77782.406250 Penalty: 714.536560 Iteration 18Q: 3 clusters Score -77782.41 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -77789.554688 Penalty: 714.536560 Iteration 19Q: 3 clusters Score -77789.55 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -77794.945312 Penalty: 714.536560 Iteration 20F: 3 clusters Score -77794.95 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -77806.593750 Penalty: 714.536560 Iteration 21Q: 3 clusters Score -77806.59 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -77816.585938 Penalty: 714.536560 Iteration 22Q: 3 clusters Score -77816.59 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -77825.304688 Penalty: 714.536560 Iteration 23Q: 3 clusters Score -77825.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -77829.648438 Penalty: 714.536560 Iteration 24Q: 3 clusters Score -77829.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -77833.406250 Penalty: 714.536560 Iteration 25Q: 3 clusters Score -77833.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -77839.992188 Penalty: 714.536560 Iteration 26Q: 3 clusters Score -77839.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -77845.140625 Penalty: 714.536560 Iteration 27Q: 3 clusters Score -77845.14 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -77849.179688 Penalty: 714.536560 Iteration 28Q: 3 clusters Score -77849.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -77852.367188 Penalty: 714.536560 Iteration 29Q: 3 clusters Score -77852.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -77854.296875 Penalty: 714.536560 Iteration 30Q: 3 clusters Score -77854.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -77856.187500 Penalty: 714.536560 Iteration 31Q: 3 clusters Score -77856.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -77857.304688 Penalty: 714.536560 Iteration 32Q: 3 clusters Score -77857.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -77859.031250 Penalty: 714.536560 Iteration 33Q: 3 clusters Score -77859.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -77859.867188 Penalty: 714.536560 Iteration 34Q: 3 clusters Score -77859.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -77860.406250 Penalty: 714.536560 Iteration 35Q: 3 clusters Score -77860.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -77860.406250 Penalty: 714.536560 Iteration 36F: 3 clusters Score -77860.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Entering Unmasked Estep Score: -98184.992188 Penalty: 368.846436 Iteration 0F: 2 clusters Score -98184.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -95876.953125 Penalty: 737.692871 Iteration 0F: 3 clusters Score -95876.95 nChanged 1496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -96880.031250 Penalty: 737.692871 Iteration 1F: 3 clusters Score -96880.03 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -97121.742188 Penalty: 737.692871 Iteration 2F: 3 clusters Score -97121.74 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -97273.351562 Penalty: 737.692871 Iteration 3F: 3 clusters Score -97273.35 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -97385.320312 Penalty: 737.692871 Iteration 4F: 3 clusters Score -97385.32 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -97490.125000 Penalty: 737.692871 Iteration 5Q: 3 clusters Score -97490.12 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -97594.273438 Penalty: 737.692871 Iteration 6Q: 3 clusters Score -97594.27 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -97671.734375 Penalty: 737.692871 Iteration 7Q: 3 clusters Score -97671.73 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -97734.093750 Penalty: 737.692871 Iteration 8Q: 3 clusters Score -97734.09 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -97774.671875 Penalty: 737.692871 Iteration 9Q: 3 clusters Score -97774.67 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -97804.835938 Penalty: 737.692871 Iteration 10Q: 3 clusters Score -97804.84 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -97830.921875 Penalty: 737.692871 Iteration 11Q: 3 clusters Score -97830.92 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -97850.281250 Penalty: 737.692871 Iteration 12Q: 3 clusters Score -97850.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -97857.617188 Penalty: 737.692871 Iteration 13Q: 3 clusters Score -97857.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -97864.023438 Penalty: 737.692871 Iteration 14Q: 3 clusters Score -97864.02 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -97868.179688 Penalty: 737.692871 Iteration 15Q: 3 clusters Score -97868.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -97873.718750 Penalty: 737.692871 Iteration 16Q: 3 clusters Score -97873.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -97880.453125 Penalty: 737.692871 Iteration 17Q: 3 clusters Score -97880.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 3129 members Entering Unmasked Estep Score: -97889.226562 Penalty: 737.692871 Iteration 18Q: 3 clusters Score -97889.23 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -97892.562500 Penalty: 737.692871 Iteration 19Q: 3 clusters Score -97892.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -97896.476562 Penalty: 737.692871 Iteration 20F: 3 clusters Score -97896.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -97901.007812 Penalty: 737.692871 Iteration 21Q: 3 clusters Score -97901.01 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -97907.750000 Penalty: 737.692871 Iteration 22Q: 3 clusters Score -97907.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -97915.617188 Penalty: 737.692871 Iteration 23Q: 3 clusters Score -97915.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 3167 members Entering Unmasked Estep Score: -97918.921875 Penalty: 737.692871 Iteration 24Q: 3 clusters Score -97918.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -97925.281250 Penalty: 737.692871 Iteration 25Q: 3 clusters Score -97925.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -97932.093750 Penalty: 737.692871 Iteration 26Q: 3 clusters Score -97932.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -97934.867188 Penalty: 737.692871 Iteration 27Q: 3 clusters Score -97934.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -97938.195312 Penalty: 737.692871 Iteration 28Q: 3 clusters Score -97938.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -97940.781250 Penalty: 737.692871 Iteration 29Q: 3 clusters Score -97940.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -97941.921875 Penalty: 737.692871 Iteration 30Q: 3 clusters Score -97941.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -97943.039062 Penalty: 737.692871 Iteration 31Q: 3 clusters Score -97943.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -97943.039062 Penalty: 737.692871 Iteration 32F: 3 clusters Score -97943.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Entering Unmasked Estep Score: -63532.148438 Penalty: 355.701965 Iteration 0F: 2 clusters Score -63532.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -61809.527344 Penalty: 711.403931 Iteration 0F: 3 clusters Score -61809.53 nChanged 1079 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -62604.589844 Penalty: 711.403931 Iteration 1F: 3 clusters Score -62604.59 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -62754.429688 Penalty: 711.403931 Iteration 2F: 3 clusters Score -62754.43 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -62869.988281 Penalty: 711.403931 Iteration 3F: 3 clusters Score -62869.99 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -62932.203125 Penalty: 711.403931 Iteration 4Q: 3 clusters Score -62932.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -62985.820312 Penalty: 711.403931 Iteration 5Q: 3 clusters Score -62985.82 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -63054.660156 Penalty: 711.403931 Iteration 6Q: 3 clusters Score -63054.66 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -63110.898438 Penalty: 711.403931 Iteration 7Q: 3 clusters Score -63110.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -63165.542969 Penalty: 711.403931 Iteration 8Q: 3 clusters Score -63165.54 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -63214.347656 Penalty: 711.403931 Iteration 9Q: 3 clusters Score -63214.35 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -63259.304688 Penalty: 711.403931 Iteration 10Q: 3 clusters Score -63259.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -63287.496094 Penalty: 711.403931 Iteration 11Q: 3 clusters Score -63287.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -63311.195312 Penalty: 711.403931 Iteration 12Q: 3 clusters Score -63311.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -63325.441406 Penalty: 711.403931 Iteration 13Q: 3 clusters Score -63325.44 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -63334.000000 Penalty: 711.403931 Iteration 14Q: 3 clusters Score -63334 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -63344.218750 Penalty: 711.403931 Iteration 15Q: 3 clusters Score -63344.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -63351.136719 Penalty: 711.403931 Iteration 16Q: 3 clusters Score -63351.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -63355.128906 Penalty: 711.403931 Iteration 17Q: 3 clusters Score -63355.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -63357.468750 Penalty: 711.403931 Iteration 18Q: 3 clusters Score -63357.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -63359.132812 Penalty: 711.403931 Iteration 19Q: 3 clusters Score -63359.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -63359.390625 Penalty: 711.403931 Iteration 20F: 3 clusters Score -63359.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -63360.070312 Penalty: 711.403931 Iteration 21Q: 3 clusters Score -63360.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -63361.050781 Penalty: 711.403931 Iteration 22Q: 3 clusters Score -63361.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -63361.050781 Penalty: 711.403931 Iteration 23F: 3 clusters Score -63361.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (222936 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222936 members Entering Unmasked Estep Score: -6438993.000000 Penalty: 560.316101 Iteration 0F: 2 clusters Score -6438993 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111447 members Mstep: Class 2 contains 111489 members Entering Unmasked Estep Score: -6287289.500000 Penalty: 1120.632202 Iteration 0F: 3 clusters Score -6287290 nChanged 110033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103216 members Mstep: Class 2 contains 119720 members Entering Unmasked Estep Score: -6355771.500000 Penalty: 1120.632202 Iteration 1F: 3 clusters Score -6355772 nChanged 9375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98317 members Mstep: Class 2 contains 124619 members Entering Unmasked Estep Score: -6359040.000000 Penalty: 1120.632202 Iteration 2Q: 3 clusters Score -6359040 nChanged 11063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91180 members Mstep: Class 2 contains 131756 members Entering Unmasked Estep Score: -6364269.500000 Penalty: 1120.632202 Iteration 3Q: 3 clusters Score -6364270 nChanged 12878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82016 members Mstep: Class 2 contains 140920 members Entering Unmasked Estep Score: -6372055.500000 Penalty: 1120.632202 Iteration 4F: 3 clusters Score -6372056 nChanged 14465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71399 members Mstep: Class 2 contains 151537 members Entering Unmasked Estep Score: -6383015.500000 Penalty: 1120.632202 Iteration 5F: 3 clusters Score -6383016 nChanged 14666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60773 members Mstep: Class 2 contains 162163 members Entering Unmasked Estep Score: -6395661.500000 Penalty: 1120.632202 Iteration 6F: 3 clusters Score -6395662 nChanged 12518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52179 members Mstep: Class 2 contains 170757 members Entering Unmasked Estep Score: -6406005.000000 Penalty: 1120.632202 Iteration 7F: 3 clusters Score -6406005 nChanged 9098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45931 members Mstep: Class 2 contains 177005 members Entering Unmasked Estep Score: -6411926.500000 Penalty: 1120.632202 Iteration 8Q: 3 clusters Score -6411926 nChanged 6223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40602 members Mstep: Class 2 contains 182334 members Entering Unmasked Estep Score: -6415205.000000 Penalty: 1120.632202 Iteration 9Q: 3 clusters Score -6415205 nChanged 5312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35458 members Mstep: Class 2 contains 187478 members Entering Unmasked Estep Score: -6417991.500000 Penalty: 1120.632202 Iteration 10Q: 3 clusters Score -6417992 nChanged 4947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30539 members Mstep: Class 2 contains 192397 members Entering Unmasked Estep Score: -6420611.500000 Penalty: 1120.632202 Iteration 11Q: 3 clusters Score -6420612 nChanged 4695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25852 members Mstep: Class 2 contains 197084 members Entering Unmasked Estep Score: -6423210.000000 Penalty: 1120.632202 Iteration 12Q: 3 clusters Score -6423210 nChanged 4541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21311 members Mstep: Class 2 contains 201625 members Entering Unmasked Estep Score: -6425783.500000 Penalty: 1120.632202 Iteration 13Q: 3 clusters Score -6425784 nChanged 4040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17271 members Mstep: Class 2 contains 205665 members Entering Unmasked Estep Score: -6428151.000000 Penalty: 1120.632202 Iteration 14Q: 3 clusters Score -6428151 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13735 members Mstep: Class 2 contains 209201 members Entering Unmasked Estep Score: -6430372.000000 Penalty: 1120.632202 Iteration 15Q: 3 clusters Score -6430372 nChanged 3055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10680 members Mstep: Class 2 contains 212256 members Entering Unmasked Estep Score: -6432320.500000 Penalty: 1120.632202 Iteration 16Q: 3 clusters Score -6432320 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 214744 members Entering Unmasked Estep Score: -6433941.500000 Penalty: 1120.632202 Iteration 17Q: 3 clusters Score -6433942 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6269 members Mstep: Class 2 contains 216667 members Entering Unmasked Estep Score: -6435139.500000 Penalty: 1120.632202 Iteration 18Q: 3 clusters Score -6435140 nChanged 1453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 218112 members Entering Unmasked Estep Score: -6435996.000000 Penalty: 1120.632202 Iteration 19Q: 3 clusters Score -6435996 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 219247 members Entering Unmasked Estep Score: -6436670.000000 Penalty: 1120.632202 Iteration 20F: 3 clusters Score -6436670 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2828 members Mstep: Class 2 contains 220108 members Entering Unmasked Estep Score: -6437148.000000 Penalty: 1120.632202 Iteration 21Q: 3 clusters Score -6437148 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 220740 members Entering Unmasked Estep Score: -6437474.500000 Penalty: 1120.632202 Iteration 22Q: 3 clusters Score -6437474 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 221212 members Entering Unmasked Estep Score: -6437708.500000 Penalty: 1120.632202 Iteration 23Q: 3 clusters Score -6437708 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 221569 members Entering Unmasked Estep Score: -6437887.500000 Penalty: 1120.632202 Iteration 24Q: 3 clusters Score -6437888 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 221856 members Entering Unmasked Estep Score: -6438038.500000 Penalty: 1120.632202 Iteration 25Q: 3 clusters Score -6438038 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 222086 members Entering Unmasked Estep Score: -6438154.500000 Penalty: 1120.632202 Iteration 26Q: 3 clusters Score -6438154 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 222266 members Entering Unmasked Estep Score: -6438252.500000 Penalty: 1120.632202 Iteration 27Q: 3 clusters Score -6438252 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 222407 members Entering Unmasked Estep Score: -6438308.500000 Penalty: 1120.632202 Iteration 28Q: 3 clusters Score -6438308 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 222508 members Entering Unmasked Estep Score: -6438349.000000 Penalty: 1120.632202 Iteration 29Q: 3 clusters Score -6438349 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 222590 members Entering Unmasked Estep Score: -6438408.000000 Penalty: 1120.632202 Iteration 30Q: 3 clusters Score -6438408 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 222645 members Entering Unmasked Estep Score: -6438435.500000 Penalty: 1120.632202 Iteration 31Q: 3 clusters Score -6438436 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 222682 members Entering Unmasked Estep Score: -6438461.500000 Penalty: 1120.632202 Iteration 32Q: 3 clusters Score -6438462 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 222718 members Entering Unmasked Estep Score: -6438490.500000 Penalty: 1120.632202 Iteration 33Q: 3 clusters Score -6438490 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 222743 members Entering Unmasked Estep Score: -6438508.000000 Penalty: 1120.632202 Iteration 34Q: 3 clusters Score -6438508 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 222758 members Entering Unmasked Estep Score: -6438513.000000 Penalty: 1120.632202 Iteration 35Q: 3 clusters Score -6438513 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 222771 members Entering Unmasked Estep Score: -6438518.500000 Penalty: 1120.632202 Iteration 36Q: 3 clusters Score -6438518 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 222779 members Entering Unmasked Estep Score: -6438522.500000 Penalty: 1120.632202 Iteration 37Q: 3 clusters Score -6438522 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 222786 members Entering Unmasked Estep Score: -6438531.000000 Penalty: 1120.632202 Iteration 38Q: 3 clusters Score -6438531 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 222790 members Entering Unmasked Estep Score: -6438530.500000 Penalty: 1120.632202 Iteration 39Q: 3 clusters Score -6438530 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 222796 members Entering Unmasked Estep Score: -6438534.000000 Penalty: 1120.632202 Iteration 40F: 3 clusters Score -6438534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 222799 members Entering Unmasked Estep Score: -6438540.500000 Penalty: 1120.632202 Iteration 41Q: 3 clusters Score -6438540 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 222799 members Entering Unmasked Estep Score: -6438541.500000 Penalty: 1120.632202 Iteration 42Q: 3 clusters Score -6438542 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 222800 members Entering Unmasked Estep Score: -6438544.500000 Penalty: 1120.632202 Iteration 43Q: 3 clusters Score -6438544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 222801 members Entering Unmasked Estep Score: -6438544.500000 Penalty: 1120.632202 Iteration 44Q: 3 clusters Score -6438544 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 222804 members Entering Unmasked Estep Score: -6438548.500000 Penalty: 1120.632202 Iteration 45Q: 3 clusters Score -6438548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 222805 members Entering Unmasked Estep Score: -6438547.500000 Penalty: 1120.632202 Iteration 46Q: 3 clusters Score -6438548 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 222805 members Entering Unmasked Estep Score: -6438553.500000 Penalty: 1120.632202 Iteration 47Q: 3 clusters Score -6438554 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 222804 members Entering Unmasked Estep Score: -6438557.500000 Penalty: 1120.632202 Iteration 48Q: 3 clusters Score -6438558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 222807 members Entering Unmasked Estep Score: -6438556.000000 Penalty: 1120.632202 Iteration 49Q: 3 clusters Score -6438556 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 222808 members Entering Unmasked Estep Score: -6438559.000000 Penalty: 1120.632202 Iteration 50Q: 3 clusters Score -6438559 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 222810 members Entering Unmasked Estep Score: -6438562.500000 Penalty: 1120.632202 Iteration 51Q: 3 clusters Score -6438562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 222810 members Entering Unmasked Estep Score: -6438562.500000 Penalty: 1120.632202 Iteration 52F: 3 clusters Score -6438562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 26 members Mstep: Class 2 contains 701 members Mstep: Class 3 contains 2167 members Mstep: Class 4 contains 14687 members Mstep: Class 5 contains 9324 members Mstep: Class 6 contains 2754 members Mstep: Class 7 contains 1507 members Mstep: Class 9 contains 7598 members Mstep: Class 10 contains 1353 members Mstep: Class 11 contains 32170 members Mstep: Class 12 contains 1882 members Mstep: Class 13 contains 4066 members Mstep: Class 14 contains 7369 members Mstep: Class 15 contains 4480 members Mstep: Class 16 contains 612 members Mstep: Class 17 contains 2571 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 2484 members Mstep: Class 20 contains 222936 members Entering Unmasked Estep ConsiderDeletion Score: -9315042.000000 Penalty: 13335.899414 Iteration 39Q: 24 clusters Score -9315042 nChanged 1790 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 793 members Mstep: Class 3 contains 2163 members Mstep: Class 4 contains 14690 members Mstep: Class 5 contains 9336 members Mstep: Class 6 contains 2868 members Mstep: Class 7 contains 1481 members Mstep: Class 8 contains 14972 members Mstep: Class 9 contains 7582 members Mstep: Class 10 contains 1396 members Mstep: Class 11 contains 31903 members Mstep: Class 12 contains 1873 members Mstep: Class 13 contains 4381 members Mstep: Class 14 contains 7412 members Mstep: Class 15 contains 4462 members Mstep: Class 16 contains 630 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3316 members Mstep: Class 19 contains 2489 members Mstep: Class 20 contains 222925 members Mstep: Class 21 contains 743 members Mstep: Class 22 contains 1961 members Mstep: Class 23 contains 1275 members Entering Unmasked Estep ConsiderDeletion Score: -9316431.000000 Penalty: 13335.899414 Iteration 40F: 24 clusters Score -9316431 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 853 members Mstep: Class 3 contains 2171 members Mstep: Class 4 contains 14567 members Mstep: Class 5 contains 9198 members Mstep: Class 6 contains 3065 members Mstep: Class 7 contains 1449 members Mstep: Class 8 contains 15102 members Mstep: Class 9 contains 7515 members Mstep: Class 10 contains 1358 members Mstep: Class 11 contains 31618 members Mstep: Class 12 contains 1862 members Mstep: Class 13 contains 4569 members Mstep: Class 14 contains 7379 members Mstep: Class 15 contains 4544 members Mstep: Class 16 contains 640 members Mstep: Class 17 contains 2522 members Mstep: Class 18 contains 3346 members Mstep: Class 19 contains 2514 members Mstep: Class 20 contains 222924 members Mstep: Class 21 contains 766 members Mstep: Class 22 contains 1990 members Mstep: Class 23 contains 1160 members Entering Unmasked Estep ConsiderDeletion Score: -9317361.000000 Penalty: 13335.899414 Iteration 41Q: 24 clusters Score -9317361 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 889 members Mstep: Class 3 contains 2183 members Mstep: Class 4 contains 14467 members Mstep: Class 5 contains 9052 members Mstep: Class 6 contains 3267 members Mstep: Class 7 contains 1434 members Mstep: Class 8 contains 15189 members Mstep: Class 9 contains 7506 members Mstep: Class 10 contains 1330 members Mstep: Class 11 contains 31399 members Mstep: Class 12 contains 1862 members Mstep: Class 13 contains 4640 members Mstep: Class 14 contains 7350 members Mstep: Class 15 contains 4604 members Mstep: Class 16 contains 654 members Mstep: Class 17 contains 2517 members Mstep: Class 18 contains 3362 members Mstep: Class 19 contains 2537 members Mstep: Class 20 contains 222896 members Mstep: Class 21 contains 775 members Mstep: Class 22 contains 2009 members Mstep: Class 23 contains 1165 members Entering Unmasked Estep ConsiderDeletion Score: -9317938.000000 Penalty: 13335.899414 Iteration 42Q: 24 clusters Score -9317938 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 909 members Mstep: Class 3 contains 2197 members Mstep: Class 4 contains 14393 members Mstep: Class 5 contains 8883 members Mstep: Class 6 contains 3483 members Mstep: Class 7 contains 1424 members Mstep: Class 8 contains 15247 members Mstep: Class 9 contains 7507 members Mstep: Class 10 contains 1305 members Mstep: Class 11 contains 31182 members Mstep: Class 12 contains 1866 members Mstep: Class 13 contains 4651 members Mstep: Class 14 contains 7323 members Mstep: Class 15 contains 4633 members Mstep: Class 16 contains 664 members Mstep: Class 17 contains 2524 members Mstep: Class 18 contains 3387 members Mstep: Class 19 contains 2542 members Mstep: Class 20 contains 222893 members Mstep: Class 21 contains 779 members Mstep: Class 22 contains 2023 members Mstep: Class 23 contains 1264 members Entering Unmasked Estep ConsiderDeletion Score: -9318316.000000 Penalty: 13335.899414 Iteration 43Q: 24 clusters Score -9318316 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 29 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 923 members Mstep: Class 3 contains 2208 members Mstep: Class 4 contains 14336 members Mstep: Class 5 contains 8741 members Mstep: Class 6 contains 3713 members Mstep: Class 7 contains 1411 members Mstep: Class 8 contains 15294 members Mstep: Class 9 contains 7514 members Mstep: Class 10 contains 1278 members Mstep: Class 11 contains 30969 members Mstep: Class 12 contains 1868 members Mstep: Class 13 contains 4652 members Mstep: Class 14 contains 7309 members Mstep: Class 15 contains 4668 members Mstep: Class 16 contains 671 members Mstep: Class 17 contains 2514 members Mstep: Class 18 contains 3404 members Mstep: Class 19 contains 2551 members Mstep: Class 20 contains 222882 members Mstep: Class 21 contains 785 members Mstep: Class 22 contains 2034 members Mstep: Class 23 contains 1349 members Entering Unmasked Estep ConsiderDeletion Score: -9318539.000000 Penalty: 13335.899414 Iteration 44Q: 24 clusters Score -9318539 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 932 members Mstep: Class 3 contains 2213 members Mstep: Class 4 contains 14302 members Mstep: Class 5 contains 8615 members Mstep: Class 6 contains 3927 members Mstep: Class 7 contains 1400 members Mstep: Class 8 contains 15346 members Mstep: Class 9 contains 7518 members Mstep: Class 10 contains 1248 members Mstep: Class 11 contains 30781 members Mstep: Class 12 contains 1873 members Mstep: Class 13 contains 4652 members Mstep: Class 14 contains 7294 members Mstep: Class 15 contains 4689 members Mstep: Class 16 contains 686 members Mstep: Class 17 contains 2505 members Mstep: Class 18 contains 3413 members Mstep: Class 19 contains 2559 members Mstep: Class 20 contains 222863 members Mstep: Class 21 contains 787 members Mstep: Class 22 contains 2045 members Mstep: Class 23 contains 1422 members Entering Unmasked Estep ConsiderDeletion Score: -9318690.000000 Penalty: 13335.899414 Iteration 45Q: 24 clusters Score -9318690 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 939 members Mstep: Class 3 contains 2219 members Mstep: Class 4 contains 14277 members Mstep: Class 5 contains 8523 members Mstep: Class 6 contains 4109 members Mstep: Class 7 contains 1387 members Mstep: Class 8 contains 15363 members Mstep: Class 9 contains 7525 members Mstep: Class 10 contains 1227 members Mstep: Class 11 contains 30621 members Mstep: Class 12 contains 1876 members Mstep: Class 13 contains 4654 members Mstep: Class 14 contains 7279 members Mstep: Class 15 contains 4703 members Mstep: Class 16 contains 698 members Mstep: Class 17 contains 2500 members Mstep: Class 18 contains 3426 members Mstep: Class 19 contains 2567 members Mstep: Class 20 contains 222854 members Mstep: Class 21 contains 789 members Mstep: Class 22 contains 2049 members Mstep: Class 23 contains 1484 members Entering Unmasked Estep ConsiderDeletion Score: -9318821.000000 Penalty: 13335.899414 Iteration 46Q: 24 clusters Score -9318821 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 943 members Mstep: Class 3 contains 2222 members Mstep: Class 4 contains 14254 members Mstep: Class 5 contains 8461 members Mstep: Class 6 contains 4312 members Mstep: Class 7 contains 1370 members Mstep: Class 8 contains 15380 members Mstep: Class 9 contains 7532 members Mstep: Class 10 contains 1209 members Mstep: Class 11 contains 30446 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 4657 members Mstep: Class 14 contains 7269 members Mstep: Class 15 contains 4718 members Mstep: Class 16 contains 709 members Mstep: Class 17 contains 2500 members Mstep: Class 18 contains 3434 members Mstep: Class 19 contains 2573 members Mstep: Class 20 contains 222846 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2047 members Mstep: Class 23 contains 1511 members Entering Unmasked Estep ConsiderDeletion Score: -9318999.000000 Penalty: 13335.899414 Iteration 47Q: 24 clusters Score -9318999 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 949 members Mstep: Class 3 contains 2228 members Mstep: Class 4 contains 14236 members Mstep: Class 5 contains 8415 members Mstep: Class 6 contains 4497 members Mstep: Class 7 contains 1351 members Mstep: Class 8 contains 15371 members Mstep: Class 9 contains 7539 members Mstep: Class 10 contains 1182 members Mstep: Class 11 contains 30308 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 4656 members Mstep: Class 14 contains 7260 members Mstep: Class 15 contains 4728 members Mstep: Class 16 contains 725 members Mstep: Class 17 contains 2502 members Mstep: Class 18 contains 3442 members Mstep: Class 19 contains 2578 members Mstep: Class 20 contains 222834 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2050 members Mstep: Class 23 contains 1535 members Entering Unmasked Estep ConsiderDeletion Score: -9319195.000000 Penalty: 13335.899414 Iteration 48Q: 24 clusters Score -9319195 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 955 members Mstep: Class 3 contains 2236 members Mstep: Class 4 contains 14220 members Mstep: Class 5 contains 8365 members Mstep: Class 6 contains 4671 members Mstep: Class 7 contains 1335 members Mstep: Class 8 contains 15369 members Mstep: Class 9 contains 7544 members Mstep: Class 10 contains 1167 members Mstep: Class 11 contains 30179 members Mstep: Class 12 contains 1878 members Mstep: Class 13 contains 4656 members Mstep: Class 14 contains 7250 members Mstep: Class 15 contains 4728 members Mstep: Class 16 contains 737 members Mstep: Class 17 contains 2503 members Mstep: Class 18 contains 3456 members Mstep: Class 19 contains 2585 members Mstep: Class 20 contains 222824 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2049 members Mstep: Class 23 contains 1552 members Entering Unmasked Estep ConsiderDeletion Score: -9319361.000000 Penalty: 13335.899414 Iteration 49Q: 24 clusters Score -9319361 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 958 members Mstep: Class 3 contains 2244 members Mstep: Class 4 contains 14208 members Mstep: Class 5 contains 8343 members Mstep: Class 6 contains 4859 members Mstep: Class 7 contains 1319 members Mstep: Class 8 contains 15368 members Mstep: Class 9 contains 7550 members Mstep: Class 10 contains 1136 members Mstep: Class 11 contains 30016 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 4658 members Mstep: Class 14 contains 7245 members Mstep: Class 15 contains 4732 members Mstep: Class 16 contains 769 members Mstep: Class 17 contains 2494 members Mstep: Class 18 contains 3460 members Mstep: Class 19 contains 2586 members Mstep: Class 20 contains 222800 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2048 members Mstep: Class 23 contains 1582 members Entering Unmasked Estep ConsiderDeletion Score: -9319374.000000 Penalty: 13335.899414 Iteration 50Q: 24 clusters Score -9319374 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 960 members Mstep: Class 3 contains 2252 members Mstep: Class 4 contains 14200 members Mstep: Class 5 contains 8320 members Mstep: Class 6 contains 5029 members Mstep: Class 7 contains 1304 members Mstep: Class 8 contains 15364 members Mstep: Class 9 contains 7554 members Mstep: Class 10 contains 1117 members Mstep: Class 11 contains 29867 members Mstep: Class 12 contains 1879 members Mstep: Class 13 contains 4660 members Mstep: Class 14 contains 7236 members Mstep: Class 15 contains 4730 members Mstep: Class 16 contains 798 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2593 members Mstep: Class 20 contains 222778 members Mstep: Class 21 contains 793 members Mstep: Class 22 contains 2049 members Mstep: Class 23 contains 1608 members Entering Unmasked Estep ConsiderDeletion Score: -9319411.000000 Penalty: 13335.899414 Iteration 51Q: 24 clusters Score -9319411 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 958 members Mstep: Class 3 contains 2258 members Mstep: Class 4 contains 14197 members Mstep: Class 5 contains 8289 members Mstep: Class 6 contains 5201 members Mstep: Class 7 contains 1290 members Mstep: Class 8 contains 15360 members Mstep: Class 9 contains 7559 members Mstep: Class 10 contains 1096 members Mstep: Class 11 contains 29712 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 4665 members Mstep: Class 14 contains 7234 members Mstep: Class 15 contains 4723 members Mstep: Class 16 contains 815 members Mstep: Class 17 contains 2488 members Mstep: Class 18 contains 3465 members Mstep: Class 19 contains 2593 members Mstep: Class 20 contains 222778 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 2047 members Mstep: Class 23 contains 1652 members Entering Unmasked Estep ConsiderDeletion Score: -9319515.000000 Penalty: 13335.899414 Iteration 52Q: 24 clusters Score -9319515 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 957 members Mstep: Class 3 contains 2269 members Mstep: Class 4 contains 14201 members Mstep: Class 5 contains 8260 members Mstep: Class 6 contains 5377 members Mstep: Class 7 contains 1284 members Mstep: Class 8 contains 15337 members Mstep: Class 9 contains 7570 members Mstep: Class 10 contains 1073 members Mstep: Class 11 contains 29559 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 4668 members Mstep: Class 14 contains 7229 members Mstep: Class 15 contains 4715 members Mstep: Class 16 contains 833 members Mstep: Class 17 contains 2491 members Mstep: Class 18 contains 3464 members Mstep: Class 19 contains 2593 members Mstep: Class 20 contains 222764 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2046 members Mstep: Class 23 contains 1689 members Entering Unmasked Estep ConsiderDeletion Score: -9319592.000000 Penalty: 13335.899414 Iteration 53Q: 24 clusters Score -9319592 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 956 members Mstep: Class 3 contains 2278 members Mstep: Class 4 contains 14202 members Mstep: Class 5 contains 8223 members Mstep: Class 6 contains 5551 members Mstep: Class 7 contains 1283 members Mstep: Class 8 contains 15316 members Mstep: Class 9 contains 7575 members Mstep: Class 10 contains 1054 members Mstep: Class 11 contains 29407 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 4674 members Mstep: Class 14 contains 7228 members Mstep: Class 15 contains 4711 members Mstep: Class 16 contains 847 members Mstep: Class 17 contains 2490 members Mstep: Class 18 contains 3464 members Mstep: Class 19 contains 2592 members Mstep: Class 20 contains 222748 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2046 members Mstep: Class 23 contains 1733 members Entering Unmasked Estep ConsiderDeletion Score: -9319631.000000 Penalty: 13335.899414 Iteration 54Q: 24 clusters Score -9319631 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 953 members Mstep: Class 3 contains 2285 members Mstep: Class 4 contains 14203 members Mstep: Class 5 contains 8196 members Mstep: Class 6 contains 5740 members Mstep: Class 7 contains 1281 members Mstep: Class 8 contains 15296 members Mstep: Class 9 contains 7579 members Mstep: Class 10 contains 1038 members Mstep: Class 11 contains 29228 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 4682 members Mstep: Class 14 contains 7226 members Mstep: Class 15 contains 4704 members Mstep: Class 16 contains 855 members Mstep: Class 17 contains 2495 members Mstep: Class 18 contains 3465 members Mstep: Class 19 contains 2589 members Mstep: Class 20 contains 222742 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2048 members Mstep: Class 23 contains 1772 members Entering Unmasked Estep ConsiderDeletion Score: -9319643.000000 Penalty: 13335.899414 Iteration 55Q: 24 clusters Score -9319643 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 952 members Mstep: Class 3 contains 2287 members Mstep: Class 4 contains 14201 members Mstep: Class 5 contains 8182 members Mstep: Class 6 contains 5933 members Mstep: Class 7 contains 1277 members Mstep: Class 8 contains 15273 members Mstep: Class 9 contains 7583 members Mstep: Class 10 contains 1024 members Mstep: Class 11 contains 29054 members Mstep: Class 12 contains 1872 members Mstep: Class 13 contains 4693 members Mstep: Class 14 contains 7227 members Mstep: Class 15 contains 4699 members Mstep: Class 16 contains 864 members Mstep: Class 17 contains 2494 members Mstep: Class 18 contains 3469 members Mstep: Class 19 contains 2592 members Mstep: Class 20 contains 222734 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2052 members Mstep: Class 23 contains 1790 members Entering Unmasked Estep ConsiderDeletion Score: -9319661.000000 Penalty: 13335.899414 Iteration 56Q: 24 clusters Score -9319661 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 952 members Mstep: Class 3 contains 2288 members Mstep: Class 4 contains 14200 members Mstep: Class 5 contains 8163 members Mstep: Class 6 contains 6140 members Mstep: Class 7 contains 1275 members Mstep: Class 8 contains 15254 members Mstep: Class 9 contains 7584 members Mstep: Class 10 contains 1013 members Mstep: Class 11 contains 28873 members Mstep: Class 12 contains 1869 members Mstep: Class 13 contains 4702 members Mstep: Class 14 contains 7225 members Mstep: Class 15 contains 4694 members Mstep: Class 16 contains 868 members Mstep: Class 17 contains 2498 members Mstep: Class 18 contains 3471 members Mstep: Class 19 contains 2590 members Mstep: Class 20 contains 222732 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2053 members Mstep: Class 23 contains 1808 members Entering Unmasked Estep ConsiderDeletion Score: -9319706.000000 Penalty: 13335.899414 Iteration 57Q: 24 clusters Score -9319706 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 944 members Mstep: Class 3 contains 2289 members Mstep: Class 4 contains 14205 members Mstep: Class 5 contains 8147 members Mstep: Class 6 contains 6353 members Mstep: Class 7 contains 1275 members Mstep: Class 8 contains 15232 members Mstep: Class 9 contains 7584 members Mstep: Class 10 contains 1005 members Mstep: Class 11 contains 28678 members Mstep: Class 12 contains 1874 members Mstep: Class 13 contains 4717 members Mstep: Class 14 contains 7223 members Mstep: Class 15 contains 4688 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 2502 members Mstep: Class 18 contains 3473 members Mstep: Class 19 contains 2584 members Mstep: Class 20 contains 222733 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2055 members Mstep: Class 23 contains 1823 members Entering Unmasked Estep ConsiderDeletion Score: -9319784.000000 Penalty: 13335.899414 Iteration 58Q: 24 clusters Score -9319784 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 935 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 14205 members Mstep: Class 5 contains 8138 members Mstep: Class 6 contains 6560 members Mstep: Class 7 contains 1277 members Mstep: Class 8 contains 15206 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 1003 members Mstep: Class 11 contains 28483 members Mstep: Class 12 contains 1874 members Mstep: Class 13 contains 4733 members Mstep: Class 14 contains 7224 members Mstep: Class 15 contains 4685 members Mstep: Class 16 contains 870 members Mstep: Class 17 contains 2507 members Mstep: Class 18 contains 3473 members Mstep: Class 19 contains 2585 members Mstep: Class 20 contains 222734 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2054 members Mstep: Class 23 contains 1831 members Entering Unmasked Estep ConsiderDeletion Score: -9319818.000000 Penalty: 13335.899414 Iteration 59Q: 24 clusters Score -9319818 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 926 members Mstep: Class 3 contains 2292 members Mstep: Class 4 contains 14209 members Mstep: Class 5 contains 8121 members Mstep: Class 6 contains 6788 members Mstep: Class 7 contains 1277 members Mstep: Class 8 contains 15175 members Mstep: Class 9 contains 7588 members Mstep: Class 10 contains 1002 members Mstep: Class 11 contains 28277 members Mstep: Class 12 contains 1874 members Mstep: Class 13 contains 4751 members Mstep: Class 14 contains 7223 members Mstep: Class 15 contains 4682 members Mstep: Class 16 contains 871 members Mstep: Class 17 contains 2507 members Mstep: Class 18 contains 3474 members Mstep: Class 19 contains 2586 members Mstep: Class 20 contains 222733 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2054 members Mstep: Class 23 contains 1843 members Entering Unmasked Estep ConsiderDeletion Score: -9319860.000000 Penalty: 13335.899414 Iteration 60F: 24 clusters Score -9319860 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 920 members Mstep: Class 3 contains 2293 members Mstep: Class 4 contains 14210 members Mstep: Class 5 contains 8104 members Mstep: Class 6 contains 7035 members Mstep: Class 7 contains 1275 members Mstep: Class 8 contains 15160 members Mstep: Class 9 contains 7589 members Mstep: Class 10 contains 999 members Mstep: Class 11 contains 28048 members Mstep: Class 12 contains 1874 members Mstep: Class 13 contains 4770 members Mstep: Class 14 contains 7220 members Mstep: Class 15 contains 4682 members Mstep: Class 16 contains 874 members Mstep: Class 17 contains 2501 members Mstep: Class 18 contains 3473 members Mstep: Class 19 contains 2587 members Mstep: Class 20 contains 222729 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2056 members Mstep: Class 23 contains 1855 members Entering Unmasked Estep ConsiderDeletion Score: -9319896.000000 Penalty: 13335.899414 Iteration 61Q: 24 clusters Score -9319896 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 914 members Mstep: Class 3 contains 2294 members Mstep: Class 4 contains 14215 members Mstep: Class 5 contains 8088 members Mstep: Class 6 contains 7312 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 15138 members Mstep: Class 9 contains 7589 members Mstep: Class 10 contains 997 members Mstep: Class 11 contains 27782 members Mstep: Class 12 contains 1874 members Mstep: Class 13 contains 4789 members Mstep: Class 14 contains 7217 members Mstep: Class 15 contains 4684 members Mstep: Class 16 contains 877 members Mstep: Class 17 contains 2498 members Mstep: Class 18 contains 3474 members Mstep: Class 19 contains 2587 members Mstep: Class 20 contains 222726 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2059 members Mstep: Class 23 contains 1868 members Entering Unmasked Estep ConsiderDeletion Score: -9319953.000000 Penalty: 13335.899414 Iteration 62Q: 24 clusters Score -9319953 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 908 members Mstep: Class 3 contains 2294 members Mstep: Class 4 contains 14215 members Mstep: Class 5 contains 8071 members Mstep: Class 6 contains 7631 members Mstep: Class 7 contains 1273 members Mstep: Class 8 contains 15108 members Mstep: Class 9 contains 7590 members Mstep: Class 10 contains 990 members Mstep: Class 11 contains 27499 members Mstep: Class 12 contains 1874 members Mstep: Class 13 contains 4807 members Mstep: Class 14 contains 7213 members Mstep: Class 15 contains 4683 members Mstep: Class 16 contains 881 members Mstep: Class 17 contains 2494 members Mstep: Class 18 contains 3477 members Mstep: Class 19 contains 2586 members Mstep: Class 20 contains 222724 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2060 members Mstep: Class 23 contains 1882 members Entering Unmasked Estep ConsiderDeletion Score: -9320034.000000 Penalty: 13335.899414 Iteration 63Q: 24 clusters Score -9320034 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 903 members Mstep: Class 3 contains 2294 members Mstep: Class 4 contains 14219 members Mstep: Class 5 contains 8059 members Mstep: Class 6 contains 7965 members Mstep: Class 7 contains 1272 members Mstep: Class 8 contains 15075 members Mstep: Class 9 contains 7593 members Mstep: Class 10 contains 981 members Mstep: Class 11 contains 27183 members Mstep: Class 12 contains 1874 members Mstep: Class 13 contains 4834 members Mstep: Class 14 contains 7206 members Mstep: Class 15 contains 4681 members Mstep: Class 16 contains 886 members Mstep: Class 17 contains 2494 members Mstep: Class 18 contains 3482 members Mstep: Class 19 contains 2587 members Mstep: Class 20 contains 222718 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2065 members Mstep: Class 23 contains 1890 members Entering Unmasked Estep ConsiderDeletion Score: -9320083.000000 Penalty: 13335.899414 Iteration 64Q: 24 clusters Score -9320083 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 894 members Mstep: Class 3 contains 2295 members Mstep: Class 4 contains 14222 members Mstep: Class 5 contains 8041 members Mstep: Class 6 contains 8317 members Mstep: Class 7 contains 1273 members Mstep: Class 8 contains 15031 members Mstep: Class 9 contains 7593 members Mstep: Class 10 contains 973 members Mstep: Class 11 contains 26855 members Mstep: Class 12 contains 1873 members Mstep: Class 13 contains 4863 members Mstep: Class 14 contains 7205 members Mstep: Class 15 contains 4680 members Mstep: Class 16 contains 887 members Mstep: Class 17 contains 2497 members Mstep: Class 18 contains 3483 members Mstep: Class 19 contains 2589 members Mstep: Class 20 contains 222717 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2072 members Mstep: Class 23 contains 1900 members Entering Unmasked Estep ConsiderDeletion Score: -9320171.000000 Penalty: 13335.899414 Iteration 65Q: 24 clusters Score -9320171 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 890 members Mstep: Class 3 contains 2296 members Mstep: Class 4 contains 14221 members Mstep: Class 5 contains 8018 members Mstep: Class 6 contains 8674 members Mstep: Class 7 contains 1272 members Mstep: Class 8 contains 14973 members Mstep: Class 9 contains 7594 members Mstep: Class 10 contains 960 members Mstep: Class 11 contains 26539 members Mstep: Class 12 contains 1874 members Mstep: Class 13 contains 4898 members Mstep: Class 14 contains 7203 members Mstep: Class 15 contains 4680 members Mstep: Class 16 contains 890 members Mstep: Class 17 contains 2498 members Mstep: Class 18 contains 3484 members Mstep: Class 19 contains 2590 members Mstep: Class 20 contains 222714 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2078 members Mstep: Class 23 contains 1915 members Entering Unmasked Estep ConsiderDeletion Score: -9320222.000000 Penalty: 13335.899414 Iteration 66Q: 24 clusters Score -9320222 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 886 members Mstep: Class 3 contains 2296 members Mstep: Class 4 contains 14215 members Mstep: Class 5 contains 7986 members Mstep: Class 6 contains 9033 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 14905 members Mstep: Class 9 contains 7592 members Mstep: Class 10 contains 954 members Mstep: Class 11 contains 26228 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 4940 members Mstep: Class 14 contains 7203 members Mstep: Class 15 contains 4680 members Mstep: Class 16 contains 892 members Mstep: Class 17 contains 2498 members Mstep: Class 18 contains 3487 members Mstep: Class 19 contains 2590 members Mstep: Class 20 contains 222714 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2082 members Mstep: Class 23 contains 1931 members Entering Unmasked Estep ConsiderDeletion Score: -9320327.000000 Penalty: 13335.899414 Iteration 67Q: 24 clusters Score -9320327 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 884 members Mstep: Class 3 contains 2295 members Mstep: Class 4 contains 14216 members Mstep: Class 5 contains 7952 members Mstep: Class 6 contains 9445 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 14842 members Mstep: Class 9 contains 7590 members Mstep: Class 10 contains 952 members Mstep: Class 11 contains 25873 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 4974 members Mstep: Class 14 contains 7203 members Mstep: Class 15 contains 4679 members Mstep: Class 16 contains 896 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3485 members Mstep: Class 19 contains 2591 members Mstep: Class 20 contains 222714 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2084 members Mstep: Class 23 contains 1945 members Entering Unmasked Estep ConsiderDeletion Score: -9320383.000000 Penalty: 13335.899414 Iteration 68Q: 24 clusters Score -9320383 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 883 members Mstep: Class 3 contains 2295 members Mstep: Class 4 contains 14212 members Mstep: Class 5 contains 7923 members Mstep: Class 6 contains 9902 members Mstep: Class 7 contains 1273 members Mstep: Class 8 contains 14770 members Mstep: Class 9 contains 7589 members Mstep: Class 10 contains 950 members Mstep: Class 11 contains 25485 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 5012 members Mstep: Class 14 contains 7206 members Mstep: Class 15 contains 4677 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3481 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 222706 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 2085 members Mstep: Class 23 contains 1954 members Entering Unmasked Estep ConsiderDeletion Score: -9320462.000000 Penalty: 13335.899414 Iteration 69Q: 24 clusters Score -9320462 nChanged 579 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 878 members Mstep: Class 3 contains 2296 members Mstep: Class 4 contains 14213 members Mstep: Class 5 contains 7896 members Mstep: Class 6 contains 10365 members Mstep: Class 7 contains 1272 members Mstep: Class 8 contains 14679 members Mstep: Class 9 contains 7587 members Mstep: Class 10 contains 948 members Mstep: Class 11 contains 25080 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 5069 members Mstep: Class 14 contains 7207 members Mstep: Class 15 contains 4675 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2498 members Mstep: Class 18 contains 3479 members Mstep: Class 19 contains 2596 members Mstep: Class 20 contains 222705 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2089 members Mstep: Class 23 contains 1958 members Entering Unmasked Estep ConsiderDeletion Score: -9320547.000000 Penalty: 13335.899414 Iteration 70Q: 24 clusters Score -9320547 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 876 members Mstep: Class 3 contains 2297 members Mstep: Class 4 contains 14211 members Mstep: Class 5 contains 7868 members Mstep: Class 6 contains 10823 members Mstep: Class 7 contains 1271 members Mstep: Class 8 contains 14598 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 947 members 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Class 9 contains 7586 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 24246 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 5195 members Mstep: Class 14 contains 7208 members Mstep: Class 15 contains 4673 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2502 members Mstep: Class 18 contains 3476 members Mstep: Class 19 contains 2596 members Mstep: Class 20 contains 222707 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2091 members Mstep: Class 23 contains 1965 members Entering Unmasked Estep ConsiderDeletion Score: -9320722.000000 Penalty: 13335.899414 Iteration 72Q: 24 clusters Score -9320722 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 861 members Mstep: Class 3 contains 2299 members Mstep: Class 4 contains 14213 members Mstep: Class 5 contains 7816 members Mstep: Class 6 contains 11786 members Mstep: Class 7 contains 1270 members Mstep: Class 8 contains 14424 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 946 members Mstep: Class 11 contains 23804 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 5275 members Mstep: Class 14 contains 7208 members Mstep: Class 15 contains 4670 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2497 members Mstep: Class 18 contains 3475 members Mstep: Class 19 contains 2596 members Mstep: Class 20 contains 222705 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2091 members Mstep: Class 23 contains 1971 members Entering Unmasked Estep ConsiderDeletion Score: -9320858.000000 Penalty: 13335.899414 Iteration 73Q: 24 clusters Score -9320858 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 852 members Mstep: Class 3 contains 2298 members Mstep: Class 4 contains 14220 members Mstep: Class 5 contains 7788 members Mstep: Class 6 contains 12284 members Mstep: Class 7 contains 1269 members Mstep: Class 8 contains 14365 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 23308 members Mstep: Class 12 contains 1877 members Mstep: Class 13 contains 5371 members Mstep: Class 14 contains 7205 members Mstep: Class 15 contains 4663 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2491 members Mstep: Class 18 contains 3475 members Mstep: Class 19 contains 2596 members Mstep: Class 20 contains 222706 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2091 members Mstep: Class 23 contains 1978 members Entering Unmasked Estep ConsiderDeletion Score: -9320970.000000 Penalty: 13335.899414 Iteration 74Q: 24 clusters Score -9320970 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 844 members Mstep: Class 3 contains 2299 members Mstep: Class 4 contains 14219 members Mstep: Class 5 contains 7758 members Mstep: Class 6 contains 12794 members Mstep: Class 7 contains 1269 members Mstep: Class 8 contains 14295 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 22805 members Mstep: Class 12 contains 1876 members Mstep: Class 13 contains 5477 members Mstep: Class 14 contains 7200 members Mstep: Class 15 contains 4660 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2489 members Mstep: Class 18 contains 3472 members Mstep: Class 19 contains 2596 members Mstep: Class 20 contains 222706 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2091 members Mstep: Class 23 contains 1986 members Entering Unmasked Estep ConsiderDeletion Score: -9321105.000000 Penalty: 13335.899414 Iteration 75Q: 24 clusters Score -9321105 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 835 members Mstep: Class 3 contains 2296 members Mstep: Class 4 contains 14223 members Mstep: Class 5 contains 7730 members Mstep: Class 6 contains 13323 members Mstep: Class 7 contains 1270 members Mstep: Class 8 contains 14221 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 22261 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 5597 members Mstep: Class 14 contains 7201 members Mstep: Class 15 contains 4656 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2489 members Mstep: Class 18 contains 3471 members Mstep: Class 19 contains 2595 members Mstep: Class 20 contains 222708 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2091 members Mstep: Class 23 contains 1990 members Entering Unmasked Estep ConsiderDeletion Score: -9321209.000000 Penalty: 13335.899414 Iteration 76Q: 24 clusters Score -9321209 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 832 members Mstep: Class 3 contains 2293 members Mstep: Class 4 contains 14222 members Mstep: Class 5 contains 7703 members Mstep: Class 6 contains 13850 members Mstep: Class 7 contains 1274 members Mstep: Class 8 contains 14129 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 21712 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 5741 members Mstep: Class 14 contains 7201 members Mstep: Class 15 contains 4651 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2490 members Mstep: Class 18 contains 3470 members Mstep: Class 19 contains 2595 members Mstep: Class 20 contains 222714 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2091 members Mstep: Class 23 contains 1991 members Entering Unmasked Estep ConsiderDeletion Score: -9321368.000000 Penalty: 13335.899414 Iteration 77Q: 24 clusters Score -9321368 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 819 members Mstep: Class 3 contains 2292 members Mstep: Class 4 contains 14217 members Mstep: Class 5 contains 7678 members Mstep: Class 6 contains 14375 members Mstep: Class 7 contains 1275 members Mstep: Class 8 contains 14032 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 21173 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 5903 members Mstep: Class 14 contains 7201 members Mstep: Class 15 contains 4644 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3464 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 222715 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2091 members Mstep: Class 23 contains 1993 members Entering Unmasked Estep ConsiderDeletion Score: -9321516.000000 Penalty: 13335.899414 Iteration 78Q: 24 clusters Score -9321516 nChanged 753 Entering ConstructFrom: Score: -9321516.000000 Penalty: 13335.899414 Entering ConstructFrom: Trying to split cluster 1 (1177 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Entering Unmasked Estep Score: -22558.316406 Penalty: 321.717957 Iteration 0F: 2 clusters Score -22558.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -21665.373047 Penalty: 643.435913 Iteration 0F: 3 clusters Score -21665.37 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -22189.220703 Penalty: 643.435913 Iteration 1F: 3 clusters Score -22189.22 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -22454.906250 Penalty: 643.435913 Iteration 2F: 3 clusters Score -22454.91 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -22604.775391 Penalty: 643.435913 Iteration 3F: 3 clusters Score -22604.78 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -22656.029297 Penalty: 643.435913 Iteration 4Q: 3 clusters Score -22656.03 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -22693.560547 Penalty: 643.435913 Iteration 5Q: 3 clusters Score -22693.56 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -22722.259766 Penalty: 643.435913 Iteration 6Q: 3 clusters Score -22722.26 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -22766.386719 Penalty: 643.435913 Iteration 7Q: 3 clusters Score -22766.39 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -22818.781250 Penalty: 643.435913 Iteration 8Q: 3 clusters Score -22818.78 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -22838.960938 Penalty: 643.435913 Iteration 9Q: 3 clusters Score -22838.96 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -22849.724609 Penalty: 643.435913 Iteration 10Q: 3 clusters Score -22849.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -22852.943359 Penalty: 643.435913 Iteration 11Q: 3 clusters Score -22852.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -22854.726562 Penalty: 643.435913 Iteration 12Q: 3 clusters Score -22854.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -22855.357422 Penalty: 643.435913 Iteration 13Q: 3 clusters Score -22855.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -22855.357422 Penalty: 643.435913 Iteration 14F: 3 clusters Score -22855.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 810 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 14206 members Mstep: Class 5 contains 7659 members Mstep: Class 6 contains 14897 members Mstep: Class 7 contains 1278 members Mstep: Class 8 contains 13944 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 20610 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 6073 members Mstep: Class 14 contains 7196 members Mstep: Class 15 contains 4638 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 222719 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2092 members Mstep: Class 23 contains 1999 members Mstep: Class 24 contains 589 members Entering Unmasked Estep Score: -9321646.000000 Penalty: 13915.721680 Splitting cluster 1 changes total score from -9321516.000000 to -9321646.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 2 (810 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Entering Unmasked Estep Score: -15851.724609 Penalty: 304.715057 Iteration 0F: 2 clusters Score -15851.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -15185.698242 Penalty: 609.430115 Iteration 0F: 3 clusters Score -15185.7 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -15345.208984 Penalty: 609.430115 Iteration 1F: 3 clusters Score -15345.21 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -15469.291016 Penalty: 609.430115 Iteration 2F: 3 clusters Score -15469.29 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -15609.703125 Penalty: 609.430115 Iteration 3F: 3 clusters Score -15609.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -15707.801758 Penalty: 609.430115 Iteration 4F: 3 clusters Score -15707.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -15783.402344 Penalty: 609.430115 Iteration 5F: 3 clusters Score -15783.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -15830.740234 Penalty: 609.430115 Iteration 6Q: 3 clusters Score -15830.74 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -15857.109375 Penalty: 609.430115 Iteration 7Q: 3 clusters Score -15857.11 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -15879.336914 Penalty: 609.430115 Iteration 8Q: 3 clusters Score -15879.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -15899.068359 Penalty: 609.430115 Iteration 9Q: 3 clusters Score -15899.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -15910.856445 Penalty: 609.430115 Iteration 10Q: 3 clusters Score -15910.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -15919.965820 Penalty: 609.430115 Iteration 11Q: 3 clusters Score -15919.97 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -15939.883789 Penalty: 609.430115 Iteration 12Q: 3 clusters Score -15939.88 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -15965.086914 Penalty: 609.430115 Iteration 13Q: 3 clusters Score -15965.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -15972.558594 Penalty: 609.430115 Iteration 14Q: 3 clusters Score -15972.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -15978.977539 Penalty: 609.430115 Iteration 15Q: 3 clusters Score -15978.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -15985.885742 Penalty: 609.430115 Iteration 16Q: 3 clusters Score -15985.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -15995.117188 Penalty: 609.430115 Iteration 17Q: 3 clusters Score -15995.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -16012.694336 Penalty: 609.430115 Iteration 18Q: 3 clusters Score -16012.69 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -16021.020508 Penalty: 609.430115 Iteration 19Q: 3 clusters Score -16021.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -16024.221680 Penalty: 609.430115 Iteration 20F: 3 clusters Score -16024.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -16027.140625 Penalty: 609.430115 Iteration 21Q: 3 clusters Score -16027.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -16031.870117 Penalty: 609.430115 Iteration 22Q: 3 clusters Score -16031.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -16035.911133 Penalty: 609.430115 Iteration 23Q: 3 clusters Score -16035.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -16042.250977 Penalty: 609.430115 Iteration 24Q: 3 clusters Score -16042.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -16045.436523 Penalty: 609.430115 Iteration 25Q: 3 clusters Score -16045.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -16051.203125 Penalty: 609.430115 Iteration 26Q: 3 clusters Score -16051.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -16053.517578 Penalty: 609.430115 Iteration 27Q: 3 clusters Score -16053.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -16055.327148 Penalty: 609.430115 Iteration 28Q: 3 clusters Score -16055.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -16056.941406 Penalty: 609.430115 Iteration 29Q: 3 clusters Score -16056.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -16057.587891 Penalty: 609.430115 Iteration 30Q: 3 clusters Score -16057.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -16058.541016 Penalty: 609.430115 Iteration 31Q: 3 clusters Score -16058.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -16059.045898 Penalty: 609.430115 Iteration 32Q: 3 clusters Score -16059.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -16059.649414 Penalty: 609.430115 Iteration 33Q: 3 clusters Score -16059.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -16060.092773 Penalty: 609.430115 Iteration 34Q: 3 clusters Score -16060.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -16060.525391 Penalty: 609.430115 Iteration 35Q: 3 clusters Score -16060.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -16060.525391 Penalty: 609.430115 Iteration 36F: 3 clusters Score -16060.53 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 159 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 14206 members Mstep: Class 5 contains 7659 members Mstep: Class 6 contains 14897 members Mstep: Class 7 contains 1278 members Mstep: Class 8 contains 13944 members Mstep: Class 9 contains 7586 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 20610 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 6073 members Mstep: Class 14 contains 7196 members Mstep: Class 15 contains 4638 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 222719 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2092 members Mstep: Class 23 contains 1999 members Mstep: Class 24 contains 589 members Mstep: Class 25 contains 651 members Entering Unmasked Estep Score: -9321569.000000 Penalty: 14495.542969 Splitting cluster 2 changes total score from -9321516.000000 to -9321569.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 3 (2290 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Entering Unmasked Estep Score: -75095.453125 Penalty: 352.001984 Iteration 0F: 2 clusters Score -75095.45 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 1140 members Entering Unmasked Estep Score: -73476.859375 Penalty: 704.003967 Iteration 0F: 3 clusters Score -73476.86 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -73968.242188 Penalty: 704.003967 Iteration 1F: 3 clusters Score -73968.24 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -74026.085938 Penalty: 704.003967 Iteration 2F: 3 clusters Score -74026.09 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -74066.117188 Penalty: 704.003967 Iteration 3Q: 3 clusters Score -74066.12 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -74098.578125 Penalty: 704.003967 Iteration 4Q: 3 clusters Score -74098.58 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -74129.671875 Penalty: 704.003967 Iteration 5Q: 3 clusters Score -74129.67 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -74168.328125 Penalty: 704.003967 Iteration 6Q: 3 clusters Score -74168.33 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -74219.359375 Penalty: 704.003967 Iteration 7Q: 3 clusters Score -74219.36 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -74285.359375 Penalty: 704.003967 Iteration 8Q: 3 clusters Score -74285.36 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -74366.593750 Penalty: 704.003967 Iteration 9Q: 3 clusters Score -74366.59 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -74416.640625 Penalty: 704.003967 Iteration 10Q: 3 clusters Score -74416.64 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -74447.281250 Penalty: 704.003967 Iteration 11Q: 3 clusters Score -74447.28 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -74463.531250 Penalty: 704.003967 Iteration 12Q: 3 clusters Score -74463.53 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -74471.914062 Penalty: 704.003967 Iteration 13Q: 3 clusters Score -74471.91 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -74476.445312 Penalty: 704.003967 Iteration 14Q: 3 clusters Score -74476.45 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -74480.414062 Penalty: 704.003967 Iteration 15Q: 3 clusters Score -74480.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -74483.718750 Penalty: 704.003967 Iteration 16Q: 3 clusters Score -74483.72 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -74485.164062 Penalty: 704.003967 Iteration 17Q: 3 clusters Score -74485.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -74486.312500 Penalty: 704.003967 Iteration 18Q: 3 clusters Score -74486.31 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -74486.968750 Penalty: 704.003967 Iteration 19Q: 3 clusters Score -74486.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -74487.085938 Penalty: 704.003967 Iteration 20F: 3 clusters Score -74487.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -74487.578125 Penalty: 704.003967 Iteration 21Q: 3 clusters Score -74487.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -74487.804688 Penalty: 704.003967 Iteration 22Q: 3 clusters Score -74487.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -74488.320312 Penalty: 704.003967 Iteration 23Q: 3 clusters Score -74488.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -74488.656250 Penalty: 704.003967 Iteration 24Q: 3 clusters Score -74488.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -74488.687500 Penalty: 704.003967 Iteration 25Q: 3 clusters Score -74488.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -74488.687500 Penalty: 704.003967 Iteration 26F: 3 clusters Score -74488.69 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (14206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14206 members Entering Unmasked Estep Score: -425093.093750 Penalty: 435.044586 Iteration 0F: 2 clusters Score -425093.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -415682.750000 Penalty: 870.089172 Iteration 0F: 3 clusters Score -415682.8 nChanged 6636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7601 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -419288.250000 Penalty: 870.089172 Iteration 1F: 3 clusters Score -419288.2 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -419656.187500 Penalty: 870.089172 Iteration 2F: 3 clusters Score -419656.2 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8832 members Mstep: Class 2 contains 5374 members Entering Unmasked Estep Score: -420303.625000 Penalty: 870.089172 Iteration 3F: 3 clusters Score -420303.6 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -421269.781250 Penalty: 870.089172 Iteration 4F: 3 clusters Score -421269.8 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11059 members Mstep: Class 2 contains 3147 members Entering Unmasked Estep Score: -422468.281250 Penalty: 870.089172 Iteration 5F: 3 clusters Score -422468.3 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12005 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -423467.250000 Penalty: 870.089172 Iteration 6F: 3 clusters Score -423467.2 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12560 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -424005.093750 Penalty: 870.089172 Iteration 7Q: 3 clusters Score -424005.1 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -424311.000000 Penalty: 870.089172 Iteration 8Q: 3 clusters Score -424311 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13107 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -424496.656250 Penalty: 870.089172 Iteration 9Q: 3 clusters Score -424496.7 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13257 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -424641.968750 Penalty: 870.089172 Iteration 10Q: 3 clusters Score -424642 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13358 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -424775.625000 Penalty: 870.089172 Iteration 11Q: 3 clusters Score -424775.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -424868.187500 Penalty: 870.089172 Iteration 12Q: 3 clusters Score -424868.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13462 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -424942.656250 Penalty: 870.089172 Iteration 13Q: 3 clusters Score -424942.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13498 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -424990.937500 Penalty: 870.089172 Iteration 14Q: 3 clusters Score -424990.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13522 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -425019.781250 Penalty: 870.089172 Iteration 15Q: 3 clusters Score -425019.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13541 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -425033.125000 Penalty: 870.089172 Iteration 16Q: 3 clusters Score -425033.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13545 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -425044.343750 Penalty: 870.089172 Iteration 17Q: 3 clusters Score -425044.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13553 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -425047.968750 Penalty: 870.089172 Iteration 18Q: 3 clusters Score -425048 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13561 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -425049.406250 Penalty: 870.089172 Iteration 19Q: 3 clusters Score -425049.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13568 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -425055.875000 Penalty: 870.089172 Iteration 20F: 3 clusters Score -425055.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13579 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -425061.406250 Penalty: 870.089172 Iteration 21Q: 3 clusters Score -425061.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13588 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -425065.125000 Penalty: 870.089172 Iteration 22Q: 3 clusters Score -425065.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13595 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -425067.031250 Penalty: 870.089172 Iteration 23Q: 3 clusters Score -425067 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13604 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -425069.468750 Penalty: 870.089172 Iteration 24Q: 3 clusters Score -425069.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13611 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -425070.687500 Penalty: 870.089172 Iteration 25Q: 3 clusters Score -425070.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13615 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -425072.156250 Penalty: 870.089172 Iteration 26Q: 3 clusters Score -425072.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13617 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -425071.875000 Penalty: 870.089172 Iteration 27Q: 3 clusters Score -425071.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13619 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -425072.156250 Penalty: 870.089172 Iteration 28Q: 3 clusters Score -425072.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -425072.218750 Penalty: 870.089172 Iteration 29Q: 3 clusters Score -425072.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13620 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -425072.218750 Penalty: 870.089172 Iteration 30F: 3 clusters Score -425072.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7659 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Entering Unmasked Estep Score: -228102.171875 Penalty: 406.935486 Iteration 0F: 2 clusters Score -228102.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -222929.781250 Penalty: 813.870972 Iteration 0F: 3 clusters Score -222929.8 nChanged 3559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3977 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -225154.953125 Penalty: 813.870972 Iteration 1F: 3 clusters Score -225155 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -225513.968750 Penalty: 813.870972 Iteration 2F: 3 clusters Score -225514 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -225958.078125 Penalty: 813.870972 Iteration 3F: 3 clusters Score -225958.1 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -226373.265625 Penalty: 813.870972 Iteration 4F: 3 clusters Score -226373.3 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -226748.578125 Penalty: 813.870972 Iteration 5F: 3 clusters Score -226748.6 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -226998.468750 Penalty: 813.870972 Iteration 6F: 3 clusters Score -226998.5 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -227136.078125 Penalty: 813.870972 Iteration 7Q: 3 clusters Score -227136.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -227220.718750 Penalty: 813.870972 Iteration 8Q: 3 clusters Score -227220.7 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5417 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -227276.640625 Penalty: 813.870972 Iteration 9Q: 3 clusters Score -227276.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -227314.140625 Penalty: 813.870972 Iteration 10Q: 3 clusters Score -227314.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -227352.796875 Penalty: 813.870972 Iteration 11Q: 3 clusters Score -227352.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -227393.343750 Penalty: 813.870972 Iteration 12Q: 3 clusters Score -227393.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -227435.906250 Penalty: 813.870972 Iteration 13Q: 3 clusters Score -227435.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5917 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -227478.906250 Penalty: 813.870972 Iteration 14Q: 3 clusters Score -227478.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6006 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -227519.015625 Penalty: 813.870972 Iteration 15Q: 3 clusters Score -227519 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6088 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -227555.468750 Penalty: 813.870972 Iteration 16Q: 3 clusters Score -227555.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6150 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -227580.703125 Penalty: 813.870972 Iteration 17Q: 3 clusters Score -227580.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -227606.468750 Penalty: 813.870972 Iteration 18Q: 3 clusters Score -227606.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6280 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -227626.125000 Penalty: 813.870972 Iteration 19Q: 3 clusters Score -227626.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -227638.609375 Penalty: 813.870972 Iteration 20F: 3 clusters Score -227638.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -227648.609375 Penalty: 813.870972 Iteration 21Q: 3 clusters Score -227648.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6397 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -227658.218750 Penalty: 813.870972 Iteration 22Q: 3 clusters Score -227658.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -227666.140625 Penalty: 813.870972 Iteration 23Q: 3 clusters Score -227666.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -227675.109375 Penalty: 813.870972 Iteration 24Q: 3 clusters Score -227675.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -227681.375000 Penalty: 813.870972 Iteration 25Q: 3 clusters Score -227681.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -227688.296875 Penalty: 813.870972 Iteration 26Q: 3 clusters Score -227688.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6538 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -227697.171875 Penalty: 813.870972 Iteration 27Q: 3 clusters Score -227697.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6562 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -227701.593750 Penalty: 813.870972 Iteration 28Q: 3 clusters Score -227701.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -227706.250000 Penalty: 813.870972 Iteration 29Q: 3 clusters Score -227706.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -227709.734375 Penalty: 813.870972 Iteration 30Q: 3 clusters Score -227709.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6623 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -227712.000000 Penalty: 813.870972 Iteration 31Q: 3 clusters Score -227712 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6638 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -227714.312500 Penalty: 813.870972 Iteration 32Q: 3 clusters Score -227714.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -227716.250000 Penalty: 813.870972 Iteration 33Q: 3 clusters Score -227716.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -227718.203125 Penalty: 813.870972 Iteration 34Q: 3 clusters Score -227718.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -227721.546875 Penalty: 813.870972 Iteration 35Q: 3 clusters Score -227721.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -227725.156250 Penalty: 813.870972 Iteration 36Q: 3 clusters Score -227725.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6718 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -227728.562500 Penalty: 813.870972 Iteration 37Q: 3 clusters Score -227728.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -227730.375000 Penalty: 813.870972 Iteration 38Q: 3 clusters Score -227730.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -227733.390625 Penalty: 813.870972 Iteration 39Q: 3 clusters Score -227733.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -227736.875000 Penalty: 813.870972 Iteration 40F: 3 clusters Score -227736.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6782 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -227742.937500 Penalty: 813.870972 Iteration 41Q: 3 clusters Score -227742.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -227749.203125 Penalty: 813.870972 Iteration 42Q: 3 clusters Score -227749.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -227752.890625 Penalty: 813.870972 Iteration 43Q: 3 clusters Score -227752.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6833 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -227755.218750 Penalty: 813.870972 Iteration 44Q: 3 clusters Score -227755.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6851 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -227760.312500 Penalty: 813.870972 Iteration 45Q: 3 clusters Score -227760.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -227763.484375 Penalty: 813.870972 Iteration 46Q: 3 clusters Score -227763.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -227766.140625 Penalty: 813.870972 Iteration 47Q: 3 clusters Score -227766.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -227767.703125 Penalty: 813.870972 Iteration 48Q: 3 clusters Score -227767.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -227768.859375 Penalty: 813.870972 Iteration 49Q: 3 clusters Score -227768.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -227771.093750 Penalty: 813.870972 Iteration 50Q: 3 clusters Score -227771.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -227773.734375 Penalty: 813.870972 Iteration 51Q: 3 clusters Score -227773.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -227774.140625 Penalty: 813.870972 Iteration 52Q: 3 clusters Score -227774.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6927 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -227774.937500 Penalty: 813.870972 Iteration 53Q: 3 clusters Score -227774.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6932 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -227775.500000 Penalty: 813.870972 Iteration 54Q: 3 clusters Score -227775.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -227776.171875 Penalty: 813.870972 Iteration 55Q: 3 clusters Score -227776.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -227777.015625 Penalty: 813.870972 Iteration 56Q: 3 clusters Score -227777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6939 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -227777.687500 Penalty: 813.870972 Iteration 57Q: 3 clusters Score -227777.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6942 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -227778.125000 Penalty: 813.870972 Iteration 58Q: 3 clusters Score -227778.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -227778.609375 Penalty: 813.870972 Iteration 59Q: 3 clusters Score -227778.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6947 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -227778.625000 Penalty: 813.870972 Iteration 60F: 3 clusters Score -227778.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6949 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -227778.921875 Penalty: 813.870972 Iteration 61Q: 3 clusters Score -227778.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -227779.718750 Penalty: 813.870972 Iteration 62Q: 3 clusters Score -227779.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6956 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -227780.640625 Penalty: 813.870972 Iteration 63Q: 3 clusters Score -227780.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6960 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -227781.562500 Penalty: 813.870972 Iteration 64Q: 3 clusters Score -227781.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6967 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -227782.234375 Penalty: 813.870972 Iteration 65Q: 3 clusters Score -227782.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -227782.921875 Penalty: 813.870972 Iteration 66Q: 3 clusters Score -227782.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6976 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -227782.937500 Penalty: 813.870972 Iteration 67Q: 3 clusters Score -227782.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6977 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -227782.734375 Penalty: 813.870972 Iteration 68Q: 3 clusters Score -227782.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -227783.015625 Penalty: 813.870972 Iteration 69Q: 3 clusters Score -227783 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6984 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -227783.015625 Penalty: 813.870972 Iteration 70Q: 3 clusters Score -227783 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6987 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -227783.609375 Penalty: 813.870972 Iteration 71Q: 3 clusters Score -227783.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -227783.718750 Penalty: 813.870972 Iteration 72Q: 3 clusters Score -227783.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6993 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -227784.078125 Penalty: 813.870972 Iteration 73Q: 3 clusters Score -227784.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6997 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -227784.500000 Penalty: 813.870972 Iteration 74Q: 3 clusters Score -227784.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -227784.984375 Penalty: 813.870972 Iteration 75Q: 3 clusters Score -227785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -227785.718750 Penalty: 813.870972 Iteration 76Q: 3 clusters Score -227785.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7004 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -227785.718750 Penalty: 813.870972 Iteration 77Q: 3 clusters Score -227785.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -227785.921875 Penalty: 813.870972 Iteration 78Q: 3 clusters Score -227785.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7006 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -227786.328125 Penalty: 813.870972 Iteration 79Q: 3 clusters Score -227786.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7008 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -227785.906250 Penalty: 813.870972 Iteration 80F: 3 clusters Score -227785.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7010 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -227785.937500 Penalty: 813.870972 Iteration 81Q: 3 clusters Score -227785.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -227786.718750 Penalty: 813.870972 Iteration 82Q: 3 clusters Score -227786.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7015 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -227786.468750 Penalty: 813.870972 Iteration 83Q: 3 clusters Score -227786.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -227787.234375 Penalty: 813.870972 Iteration 84Q: 3 clusters Score -227787.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -227788.234375 Penalty: 813.870972 Iteration 85Q: 3 clusters Score -227788.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7023 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -227788.156250 Penalty: 813.870972 Iteration 86Q: 3 clusters Score -227788.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -227789.093750 Penalty: 813.870972 Iteration 87Q: 3 clusters Score -227789.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -227789.531250 Penalty: 813.870972 Iteration 88Q: 3 clusters Score -227789.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7040 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -227790.593750 Penalty: 813.870972 Iteration 89Q: 3 clusters Score -227790.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7045 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -227791.609375 Penalty: 813.870972 Iteration 90Q: 3 clusters Score -227791.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7051 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -227793.156250 Penalty: 813.870972 Iteration 91Q: 3 clusters Score -227793.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7054 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -227793.640625 Penalty: 813.870972 Iteration 92Q: 3 clusters Score -227793.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -227794.421875 Penalty: 813.870972 Iteration 93Q: 3 clusters Score -227794.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -227794.843750 Penalty: 813.870972 Iteration 94Q: 3 clusters Score -227794.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7064 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -227795.656250 Penalty: 813.870972 Iteration 95Q: 3 clusters Score -227795.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -227796.218750 Penalty: 813.870972 Iteration 96Q: 3 clusters Score -227796.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7065 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -227797.453125 Penalty: 813.870972 Iteration 97Q: 3 clusters Score -227797.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -227797.265625 Penalty: 813.870972 Iteration 98Q: 3 clusters Score -227797.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7068 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -227796.984375 Penalty: 813.870972 Iteration 99Q: 3 clusters Score -227797 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -227797.468750 Penalty: 813.870972 Iteration 100F: 3 clusters Score -227797.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7076 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -227797.812500 Penalty: 813.870972 Iteration 101Q: 3 clusters Score -227797.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -227799.484375 Penalty: 813.870972 Iteration 102Q: 3 clusters Score -227799.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7094 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -227801.937500 Penalty: 813.870972 Iteration 103Q: 3 clusters Score -227801.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -227804.796875 Penalty: 813.870972 Iteration 104Q: 3 clusters Score -227804.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7112 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -227806.078125 Penalty: 813.870972 Iteration 105Q: 3 clusters Score -227806.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7118 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -227807.093750 Penalty: 813.870972 Iteration 106Q: 3 clusters Score -227807.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -227809.062500 Penalty: 813.870972 Iteration 107Q: 3 clusters Score -227809.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -227812.781250 Penalty: 813.870972 Iteration 108Q: 3 clusters Score -227812.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -227813.937500 Penalty: 813.870972 Iteration 109Q: 3 clusters Score -227813.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -227814.765625 Penalty: 813.870972 Iteration 110Q: 3 clusters Score -227814.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -227815.031250 Penalty: 813.870972 Iteration 111Q: 3 clusters Score -227815 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -227815.031250 Penalty: 813.870972 Iteration 112F: 3 clusters Score -227815 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (14897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14897 members Entering Unmasked Estep Score: -447492.343750 Penalty: 437.205658 Iteration 0F: 2 clusters Score -447492.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7423 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -437542.906250 Penalty: 874.411316 Iteration 0F: 3 clusters Score -437542.9 nChanged 6956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -441528.906250 Penalty: 874.411316 Iteration 1F: 3 clusters Score -441528.9 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6798 members Mstep: Class 2 contains 8099 members Entering Unmasked Estep Score: -441812.625000 Penalty: 874.411316 Iteration 2F: 3 clusters Score -441812.6 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6451 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -442133.406250 Penalty: 874.411316 Iteration 3F: 3 clusters Score -442133.4 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 8896 members Entering Unmasked Estep Score: -442578.625000 Penalty: 874.411316 Iteration 4F: 3 clusters Score -442578.6 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 9430 members Entering Unmasked Estep Score: -443212.062500 Penalty: 874.411316 Iteration 5F: 3 clusters Score -443212.1 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4932 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -443908.218750 Penalty: 874.411316 Iteration 6F: 3 clusters Score -443908.2 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4499 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -444507.937500 Penalty: 874.411316 Iteration 7F: 3 clusters Score -444507.9 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 10766 members Entering Unmasked Estep Score: -444945.187500 Penalty: 874.411316 Iteration 8Q: 3 clusters Score -444945.2 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3848 members Mstep: Class 2 contains 11049 members Entering Unmasked Estep Score: -445222.093750 Penalty: 874.411316 Iteration 9Q: 3 clusters Score -445222.1 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 11301 members Entering Unmasked Estep Score: -445423.375000 Penalty: 874.411316 Iteration 10Q: 3 clusters Score -445423.4 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3334 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -445576.906250 Penalty: 874.411316 Iteration 11Q: 3 clusters Score -445576.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3106 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -445699.875000 Penalty: 874.411316 Iteration 12Q: 3 clusters Score -445699.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 12011 members Entering Unmasked Estep Score: -445808.218750 Penalty: 874.411316 Iteration 13Q: 3 clusters Score -445808.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 12214 members Entering Unmasked Estep Score: -445912.093750 Penalty: 874.411316 Iteration 14Q: 3 clusters Score -445912.1 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 12431 members Entering Unmasked Estep Score: -446034.593750 Penalty: 874.411316 Iteration 15Q: 3 clusters Score -446034.6 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 12629 members Entering Unmasked Estep Score: -446147.968750 Penalty: 874.411316 Iteration 16Q: 3 clusters Score -446148 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 12793 members Entering Unmasked Estep Score: -446233.156250 Penalty: 874.411316 Iteration 17Q: 3 clusters Score -446233.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 12941 members Entering Unmasked Estep Score: -446306.031250 Penalty: 874.411316 Iteration 18Q: 3 clusters Score -446306 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 13073 members Entering Unmasked Estep Score: -446367.093750 Penalty: 874.411316 Iteration 19Q: 3 clusters Score -446367.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -446427.125000 Penalty: 874.411316 Iteration 20F: 3 clusters Score -446427.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -446491.593750 Penalty: 874.411316 Iteration 21Q: 3 clusters Score -446491.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 13427 members Entering Unmasked Estep Score: -446546.843750 Penalty: 874.411316 Iteration 22Q: 3 clusters Score -446546.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -446604.218750 Penalty: 874.411316 Iteration 23Q: 3 clusters Score -446604.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 13642 members Entering Unmasked Estep Score: -446658.343750 Penalty: 874.411316 Iteration 24Q: 3 clusters Score -446658.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 13723 members Entering Unmasked Estep Score: -446694.875000 Penalty: 874.411316 Iteration 25Q: 3 clusters Score -446694.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -446738.812500 Penalty: 874.411316 Iteration 26Q: 3 clusters Score -446738.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 13893 members Entering Unmasked Estep Score: -446782.562500 Penalty: 874.411316 Iteration 27Q: 3 clusters Score -446782.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 13960 members Entering Unmasked Estep Score: -446814.156250 Penalty: 874.411316 Iteration 28Q: 3 clusters Score -446814.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -446840.718750 Penalty: 874.411316 Iteration 29Q: 3 clusters Score -446840.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 14082 members Entering Unmasked Estep Score: -446869.406250 Penalty: 874.411316 Iteration 30Q: 3 clusters Score -446869.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 14139 members Entering Unmasked Estep Score: -446902.812500 Penalty: 874.411316 Iteration 31Q: 3 clusters Score -446902.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 14194 members Entering Unmasked Estep Score: -446935.687500 Penalty: 874.411316 Iteration 32Q: 3 clusters Score -446935.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 14235 members Entering Unmasked Estep Score: -446959.031250 Penalty: 874.411316 Iteration 33Q: 3 clusters Score -446959 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -446975.593750 Penalty: 874.411316 Iteration 34Q: 3 clusters Score -446975.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 14298 members Entering Unmasked Estep Score: -446986.312500 Penalty: 874.411316 Iteration 35Q: 3 clusters Score -446986.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 14323 members Entering Unmasked Estep Score: -446997.250000 Penalty: 874.411316 Iteration 36Q: 3 clusters Score -446997.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 14347 members Entering Unmasked Estep Score: -447006.062500 Penalty: 874.411316 Iteration 37Q: 3 clusters Score -447006.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 14369 members Entering Unmasked Estep Score: -447012.843750 Penalty: 874.411316 Iteration 38Q: 3 clusters Score -447012.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 14390 members Entering Unmasked Estep Score: -447019.406250 Penalty: 874.411316 Iteration 39Q: 3 clusters Score -447019.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 14405 members Entering Unmasked Estep Score: -447023.593750 Penalty: 874.411316 Iteration 40F: 3 clusters Score -447023.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 14422 members Entering Unmasked Estep Score: -447027.593750 Penalty: 874.411316 Iteration 41Q: 3 clusters Score -447027.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 14435 members Entering Unmasked Estep Score: -447031.156250 Penalty: 874.411316 Iteration 42Q: 3 clusters Score -447031.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 14445 members Entering Unmasked Estep Score: -447033.468750 Penalty: 874.411316 Iteration 43Q: 3 clusters Score -447033.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 14456 members Entering Unmasked Estep Score: -447037.125000 Penalty: 874.411316 Iteration 44Q: 3 clusters Score -447037.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 14466 members Entering Unmasked Estep Score: -447040.437500 Penalty: 874.411316 Iteration 45Q: 3 clusters Score -447040.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 14479 members Entering Unmasked Estep Score: -447043.843750 Penalty: 874.411316 Iteration 46Q: 3 clusters Score -447043.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -447049.218750 Penalty: 874.411316 Iteration 47Q: 3 clusters Score -447049.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 14507 members Entering Unmasked Estep Score: -447056.593750 Penalty: 874.411316 Iteration 48Q: 3 clusters Score -447056.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 14527 members Entering Unmasked Estep Score: -447062.593750 Penalty: 874.411316 Iteration 49Q: 3 clusters Score -447062.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 14541 members Entering Unmasked Estep Score: -447068.000000 Penalty: 874.411316 Iteration 50Q: 3 clusters Score -447068 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 14560 members Entering Unmasked Estep Score: -447076.375000 Penalty: 874.411316 Iteration 51Q: 3 clusters Score -447076.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -447078.531250 Penalty: 874.411316 Iteration 52Q: 3 clusters Score -447078.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 14576 members Entering Unmasked Estep Score: -447080.843750 Penalty: 874.411316 Iteration 53Q: 3 clusters Score -447080.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 14582 members Entering Unmasked Estep Score: -447082.062500 Penalty: 874.411316 Iteration 54Q: 3 clusters Score -447082.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 14592 members Entering Unmasked Estep Score: -447085.468750 Penalty: 874.411316 Iteration 55Q: 3 clusters Score -447085.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 14598 members Entering Unmasked Estep Score: -447087.875000 Penalty: 874.411316 Iteration 56Q: 3 clusters Score -447087.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -447089.250000 Penalty: 874.411316 Iteration 57Q: 3 clusters Score -447089.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 14607 members Entering Unmasked Estep Score: -447091.093750 Penalty: 874.411316 Iteration 58Q: 3 clusters Score -447091.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 14611 members Entering Unmasked Estep Score: -447092.937500 Penalty: 874.411316 Iteration 59Q: 3 clusters Score -447092.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 14617 members Entering Unmasked Estep Score: -447095.968750 Penalty: 874.411316 Iteration 60F: 3 clusters Score -447096 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 14622 members Entering Unmasked Estep Score: -447101.000000 Penalty: 874.411316 Iteration 61Q: 3 clusters Score -447101 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 14628 members Entering Unmasked Estep Score: -447101.750000 Penalty: 874.411316 Iteration 62Q: 3 clusters Score -447101.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 14634 members Entering Unmasked Estep Score: -447103.062500 Penalty: 874.411316 Iteration 63Q: 3 clusters Score -447103.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 14639 members Entering Unmasked Estep Score: -447104.812500 Penalty: 874.411316 Iteration 64Q: 3 clusters Score -447104.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 14644 members Entering Unmasked Estep Score: -447105.718750 Penalty: 874.411316 Iteration 65Q: 3 clusters Score -447105.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 14646 members Entering Unmasked Estep Score: -447105.593750 Penalty: 874.411316 Iteration 66Q: 3 clusters Score -447105.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 14648 members Entering Unmasked Estep Score: -447106.375000 Penalty: 874.411316 Iteration 67Q: 3 clusters Score -447106.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -447106.656250 Penalty: 874.411316 Iteration 68Q: 3 clusters Score -447106.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 14651 members Entering Unmasked Estep Score: -447107.406250 Penalty: 874.411316 Iteration 69Q: 3 clusters Score -447107.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 14654 members Entering Unmasked Estep Score: -447109.437500 Penalty: 874.411316 Iteration 70Q: 3 clusters Score -447109.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 14659 members Entering Unmasked Estep Score: -447112.250000 Penalty: 874.411316 Iteration 71Q: 3 clusters Score -447112.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 14663 members Entering Unmasked Estep Score: -447114.093750 Penalty: 874.411316 Iteration 72Q: 3 clusters Score -447114.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 14664 members Entering Unmasked Estep Score: -447113.875000 Penalty: 874.411316 Iteration 73Q: 3 clusters Score -447113.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 14666 members Entering Unmasked Estep Score: -447114.656250 Penalty: 874.411316 Iteration 74Q: 3 clusters Score -447114.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 14668 members Entering Unmasked Estep Score: -447116.250000 Penalty: 874.411316 Iteration 75Q: 3 clusters Score -447116.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 14669 members Entering Unmasked Estep Score: -447116.687500 Penalty: 874.411316 Iteration 76Q: 3 clusters Score -447116.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -447116.531250 Penalty: 874.411316 Iteration 77Q: 3 clusters Score -447116.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 14670 members Entering Unmasked Estep Score: -447116.531250 Penalty: 874.411316 Iteration 78F: 3 clusters Score -447116.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Entering Unmasked Estep Score: -29198.328125 Penalty: 325.463867 Iteration 0F: 2 clusters Score -29198.33 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 643 members Entering Unmasked Estep Score: -28206.673828 Penalty: 650.927734 Iteration 0F: 3 clusters Score -28206.67 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -28612.468750 Penalty: 650.927734 Iteration 1F: 3 clusters Score -28612.47 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -28751.943359 Penalty: 650.927734 Iteration 2F: 3 clusters Score -28751.94 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -28892.769531 Penalty: 650.927734 Iteration 3F: 3 clusters Score -28892.77 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -28962.126953 Penalty: 650.927734 Iteration 4F: 3 clusters Score -28962.13 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -28988.560547 Penalty: 650.927734 Iteration 5Q: 3 clusters Score -28988.56 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -29004.050781 Penalty: 650.927734 Iteration 6Q: 3 clusters Score -29004.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -29016.273438 Penalty: 650.927734 Iteration 7Q: 3 clusters Score -29016.27 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -29020.652344 Penalty: 650.927734 Iteration 8Q: 3 clusters Score -29020.65 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -29023.121094 Penalty: 650.927734 Iteration 9Q: 3 clusters Score -29023.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -29026.320312 Penalty: 650.927734 Iteration 10Q: 3 clusters Score -29026.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -29028.996094 Penalty: 650.927734 Iteration 11Q: 3 clusters Score -29029 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -29033.550781 Penalty: 650.927734 Iteration 12Q: 3 clusters Score -29033.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -29039.496094 Penalty: 650.927734 Iteration 13Q: 3 clusters Score -29039.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -29045.949219 Penalty: 650.927734 Iteration 14Q: 3 clusters Score -29045.95 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -29053.035156 Penalty: 650.927734 Iteration 15Q: 3 clusters Score -29053.04 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -29057.994141 Penalty: 650.927734 Iteration 16Q: 3 clusters Score -29057.99 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -29063.908203 Penalty: 650.927734 Iteration 17Q: 3 clusters Score -29063.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -29069.236328 Penalty: 650.927734 Iteration 18Q: 3 clusters Score -29069.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -29074.339844 Penalty: 650.927734 Iteration 19Q: 3 clusters Score -29074.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -29078.634766 Penalty: 650.927734 Iteration 20F: 3 clusters Score -29078.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -29080.320312 Penalty: 650.927734 Iteration 21Q: 3 clusters Score -29080.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -29080.953125 Penalty: 650.927734 Iteration 22Q: 3 clusters Score -29080.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -29082.166016 Penalty: 650.927734 Iteration 23Q: 3 clusters Score -29082.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -29083.343750 Penalty: 650.927734 Iteration 24Q: 3 clusters Score -29083.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -29087.423828 Penalty: 650.927734 Iteration 25Q: 3 clusters Score -29087.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -29088.828125 Penalty: 650.927734 Iteration 26Q: 3 clusters Score -29088.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -29091.968750 Penalty: 650.927734 Iteration 27Q: 3 clusters Score -29091.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -29095.226562 Penalty: 650.927734 Iteration 28Q: 3 clusters Score -29095.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -29099.253906 Penalty: 650.927734 Iteration 29Q: 3 clusters Score -29099.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -29102.582031 Penalty: 650.927734 Iteration 30Q: 3 clusters Score -29102.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -29105.998047 Penalty: 650.927734 Iteration 31Q: 3 clusters Score -29106 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -29107.765625 Penalty: 650.927734 Iteration 32Q: 3 clusters Score -29107.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -29110.402344 Penalty: 650.927734 Iteration 33Q: 3 clusters Score -29110.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -29114.371094 Penalty: 650.927734 Iteration 34Q: 3 clusters Score -29114.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -29115.390625 Penalty: 650.927734 Iteration 35Q: 3 clusters Score -29115.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -29116.433594 Penalty: 650.927734 Iteration 36Q: 3 clusters Score -29116.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -29117.412109 Penalty: 650.927734 Iteration 37Q: 3 clusters Score -29117.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -29118.496094 Penalty: 650.927734 Iteration 38Q: 3 clusters Score -29118.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -29122.671875 Penalty: 650.927734 Iteration 39Q: 3 clusters Score -29122.67 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -29127.486328 Penalty: 650.927734 Iteration 40F: 3 clusters Score -29127.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -29130.583984 Penalty: 650.927734 Iteration 41Q: 3 clusters Score -29130.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -29133.134766 Penalty: 650.927734 Iteration 42Q: 3 clusters Score -29133.13 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -29134.130859 Penalty: 650.927734 Iteration 43Q: 3 clusters Score -29134.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -29134.908203 Penalty: 650.927734 Iteration 44Q: 3 clusters Score -29134.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -29135.621094 Penalty: 650.927734 Iteration 45Q: 3 clusters Score -29135.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -29136.253906 Penalty: 650.927734 Iteration 46Q: 3 clusters Score -29136.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -29136.253906 Penalty: 650.927734 Iteration 47F: 3 clusters Score -29136.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (13944 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13944 members Entering Unmasked Estep Score: -421975.343750 Penalty: 434.197601 Iteration 0F: 2 clusters Score -421975.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7069 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -412768.625000 Penalty: 868.395203 Iteration 0F: 3 clusters Score -412768.6 nChanged 6607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 6148 members Entering Unmasked Estep Score: -417103.750000 Penalty: 868.395203 Iteration 1F: 3 clusters Score -417103.8 nChanged 959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8141 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -417726.375000 Penalty: 868.395203 Iteration 2F: 3 clusters Score -417726.4 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 5423 members Entering Unmasked Estep Score: -418428.437500 Penalty: 868.395203 Iteration 3F: 3 clusters Score -418428.4 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8905 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -419079.062500 Penalty: 868.395203 Iteration 4F: 3 clusters Score -419079.1 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 4686 members Entering Unmasked Estep Score: -419538.968750 Penalty: 868.395203 Iteration 5F: 3 clusters Score -419539 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9563 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -419849.718750 Penalty: 868.395203 Iteration 6Q: 3 clusters Score -419849.7 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -420066.468750 Penalty: 868.395203 Iteration 7Q: 3 clusters Score -420066.5 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10029 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -420215.812500 Penalty: 868.395203 Iteration 8Q: 3 clusters Score -420215.8 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10230 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -420311.718750 Penalty: 868.395203 Iteration 9Q: 3 clusters Score -420311.7 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10426 members Mstep: Class 2 contains 3518 members Entering Unmasked Estep Score: -420397.062500 Penalty: 868.395203 Iteration 10Q: 3 clusters Score -420397.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 3332 members Entering Unmasked Estep Score: -420476.843750 Penalty: 868.395203 Iteration 11Q: 3 clusters Score -420476.8 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10809 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -420551.906250 Penalty: 868.395203 Iteration 12Q: 3 clusters Score -420551.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -420618.781250 Penalty: 868.395203 Iteration 13Q: 3 clusters Score -420618.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11139 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -420672.718750 Penalty: 868.395203 Iteration 14Q: 3 clusters Score -420672.7 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -420723.187500 Penalty: 868.395203 Iteration 15Q: 3 clusters Score -420723.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 2497 members Entering Unmasked Estep Score: -420769.781250 Penalty: 868.395203 Iteration 16Q: 3 clusters Score -420769.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11609 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -420823.687500 Penalty: 868.395203 Iteration 17Q: 3 clusters Score -420823.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11774 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -420877.406250 Penalty: 868.395203 Iteration 18Q: 3 clusters Score -420877.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11948 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -420935.187500 Penalty: 868.395203 Iteration 19Q: 3 clusters Score -420935.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -420995.937500 Penalty: 868.395203 Iteration 20F: 3 clusters Score -420995.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -421072.562500 Penalty: 868.395203 Iteration 21Q: 3 clusters Score -421072.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12469 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -421149.031250 Penalty: 868.395203 Iteration 22Q: 3 clusters Score -421149 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12632 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -421240.875000 Penalty: 868.395203 Iteration 23Q: 3 clusters Score -421240.9 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12781 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -421334.906250 Penalty: 868.395203 Iteration 24Q: 3 clusters Score -421334.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -421419.093750 Penalty: 868.395203 Iteration 25Q: 3 clusters Score -421419.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13033 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -421490.125000 Penalty: 868.395203 Iteration 26Q: 3 clusters Score -421490.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -421571.531250 Penalty: 868.395203 Iteration 27Q: 3 clusters Score -421571.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13184 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -421652.875000 Penalty: 868.395203 Iteration 28Q: 3 clusters Score -421652.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13237 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -421713.843750 Penalty: 868.395203 Iteration 29Q: 3 clusters Score -421713.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13283 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -421764.531250 Penalty: 868.395203 Iteration 30Q: 3 clusters Score -421764.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13317 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -421794.875000 Penalty: 868.395203 Iteration 31Q: 3 clusters Score -421794.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13338 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -421811.500000 Penalty: 868.395203 Iteration 32Q: 3 clusters Score -421811.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13360 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -421820.500000 Penalty: 868.395203 Iteration 33Q: 3 clusters Score -421820.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13369 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -421824.531250 Penalty: 868.395203 Iteration 34Q: 3 clusters Score -421824.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13377 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -421829.437500 Penalty: 868.395203 Iteration 35Q: 3 clusters Score -421829.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13382 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -421832.437500 Penalty: 868.395203 Iteration 36Q: 3 clusters Score -421832.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13388 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -421835.062500 Penalty: 868.395203 Iteration 37Q: 3 clusters Score -421835.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13389 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -421837.281250 Penalty: 868.395203 Iteration 38Q: 3 clusters Score -421837.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13395 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -421838.843750 Penalty: 868.395203 Iteration 39Q: 3 clusters Score -421838.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13400 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -421842.375000 Penalty: 868.395203 Iteration 40F: 3 clusters Score -421842.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -421843.437500 Penalty: 868.395203 Iteration 41Q: 3 clusters Score -421843.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13393 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -421846.375000 Penalty: 868.395203 Iteration 42Q: 3 clusters Score -421846.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -421845.968750 Penalty: 868.395203 Iteration 43Q: 3 clusters Score -421846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -421847.406250 Penalty: 868.395203 Iteration 44Q: 3 clusters Score -421847.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -421846.937500 Penalty: 868.395203 Iteration 45Q: 3 clusters Score -421846.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13390 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -421846.937500 Penalty: 868.395203 Iteration 46F: 3 clusters Score -421846.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (7586 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Entering Unmasked Estep Score: -208420.656250 Penalty: 406.499725 Iteration 0F: 2 clusters Score -208420.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -203392.687500 Penalty: 812.999451 Iteration 0F: 3 clusters Score -203392.7 nChanged 3504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -205716.171875 Penalty: 812.999451 Iteration 1F: 3 clusters Score -205716.2 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3606 members Entering Unmasked Estep Score: -206217.109375 Penalty: 812.999451 Iteration 2F: 3 clusters Score -206217.1 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -206787.265625 Penalty: 812.999451 Iteration 3F: 3 clusters Score -206787.3 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -207396.390625 Penalty: 812.999451 Iteration 4F: 3 clusters Score -207396.4 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -207867.734375 Penalty: 812.999451 Iteration 5F: 3 clusters Score -207867.7 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 2861 members Entering Unmasked Estep Score: -208127.546875 Penalty: 812.999451 Iteration 6Q: 3 clusters Score -208127.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4839 members Mstep: Class 2 contains 2747 members Entering Unmasked Estep Score: -208252.093750 Penalty: 812.999451 Iteration 7Q: 3 clusters Score -208252.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -208334.046875 Penalty: 812.999451 Iteration 8Q: 3 clusters Score -208334 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -208384.531250 Penalty: 812.999451 Iteration 9Q: 3 clusters Score -208384.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5086 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -208407.109375 Penalty: 812.999451 Iteration 10Q: 3 clusters Score -208407.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5140 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -208425.109375 Penalty: 812.999451 Iteration 11Q: 3 clusters Score -208425.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5184 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -208434.968750 Penalty: 812.999451 Iteration 12Q: 3 clusters Score -208435 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5217 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -208442.234375 Penalty: 812.999451 Iteration 13Q: 3 clusters Score -208442.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -208449.281250 Penalty: 812.999451 Iteration 14Q: 3 clusters Score -208449.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -208458.640625 Penalty: 812.999451 Iteration 15Q: 3 clusters Score -208458.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5344 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -208472.375000 Penalty: 812.999451 Iteration 16Q: 3 clusters Score -208472.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -208488.218750 Penalty: 812.999451 Iteration 17Q: 3 clusters Score -208488.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5454 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -208497.765625 Penalty: 812.999451 Iteration 18Q: 3 clusters Score -208497.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5495 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -208506.359375 Penalty: 812.999451 Iteration 19Q: 3 clusters Score -208506.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5535 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -208513.687500 Penalty: 812.999451 Iteration 20F: 3 clusters Score -208513.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -208519.312500 Penalty: 812.999451 Iteration 21Q: 3 clusters Score -208519.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -208523.687500 Penalty: 812.999451 Iteration 22Q: 3 clusters Score -208523.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5629 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -208527.640625 Penalty: 812.999451 Iteration 23Q: 3 clusters Score -208527.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5666 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -208533.562500 Penalty: 812.999451 Iteration 24Q: 3 clusters Score -208533.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -208538.437500 Penalty: 812.999451 Iteration 25Q: 3 clusters Score -208538.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -208543.093750 Penalty: 812.999451 Iteration 26Q: 3 clusters Score -208543.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -208548.625000 Penalty: 812.999451 Iteration 27Q: 3 clusters Score -208548.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5791 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -208552.734375 Penalty: 812.999451 Iteration 28Q: 3 clusters Score -208552.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5810 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -208555.171875 Penalty: 812.999451 Iteration 29Q: 3 clusters Score -208555.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -208557.859375 Penalty: 812.999451 Iteration 30Q: 3 clusters Score -208557.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5843 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -208560.203125 Penalty: 812.999451 Iteration 31Q: 3 clusters Score -208560.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5861 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -208561.921875 Penalty: 812.999451 Iteration 32Q: 3 clusters Score -208561.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -208563.078125 Penalty: 812.999451 Iteration 33Q: 3 clusters Score -208563.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5889 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -208564.343750 Penalty: 812.999451 Iteration 34Q: 3 clusters Score -208564.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -208565.046875 Penalty: 812.999451 Iteration 35Q: 3 clusters Score -208565 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5907 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -208566.390625 Penalty: 812.999451 Iteration 36Q: 3 clusters Score -208566.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -208567.281250 Penalty: 812.999451 Iteration 37Q: 3 clusters Score -208567.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -208568.203125 Penalty: 812.999451 Iteration 38Q: 3 clusters Score -208568.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -208568.484375 Penalty: 812.999451 Iteration 39Q: 3 clusters Score -208568.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -208569.203125 Penalty: 812.999451 Iteration 40F: 3 clusters Score -208569.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -208569.578125 Penalty: 812.999451 Iteration 41Q: 3 clusters Score -208569.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5948 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -208570.281250 Penalty: 812.999451 Iteration 42Q: 3 clusters Score -208570.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5953 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -208571.046875 Penalty: 812.999451 Iteration 43Q: 3 clusters Score -208571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5958 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -208570.718750 Penalty: 812.999451 Iteration 44Q: 3 clusters Score -208570.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5960 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -208570.921875 Penalty: 812.999451 Iteration 45Q: 3 clusters Score -208570.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5966 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -208571.546875 Penalty: 812.999451 Iteration 46Q: 3 clusters Score -208571.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -208571.390625 Penalty: 812.999451 Iteration 47Q: 3 clusters Score -208571.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5968 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -208571.390625 Penalty: 812.999451 Iteration 48F: 3 clusters Score -208571.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 159 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 14206 members Mstep: Class 5 contains 7659 members Mstep: Class 6 contains 14897 members Mstep: Class 7 contains 1278 members Mstep: Class 8 contains 13944 members Mstep: Class 9 contains 5968 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 20610 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 6073 members Mstep: Class 14 contains 7196 members Mstep: Class 15 contains 4638 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 222719 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2092 members Mstep: Class 23 contains 1999 members Mstep: Class 24 contains 589 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 1618 members Entering Unmasked Estep Score: -9321531.000000 Penalty: 15075.365234 Splitting cluster 9 changes total score from -9321516.000000 to -9321531.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 10 (945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Entering Unmasked Estep Score: -25146.953125 Penalty: 311.728912 Iteration 0F: 2 clusters Score -25146.95 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -24409.765625 Penalty: 623.457825 Iteration 0F: 3 clusters Score -24409.77 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -24641.978516 Penalty: 623.457825 Iteration 1F: 3 clusters Score -24641.98 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -24704.919922 Penalty: 623.457825 Iteration 2F: 3 clusters Score -24704.92 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -24749.443359 Penalty: 623.457825 Iteration 3Q: 3 clusters Score -24749.44 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -24796.386719 Penalty: 623.457825 Iteration 4Q: 3 clusters Score -24796.39 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -24820.501953 Penalty: 623.457825 Iteration 5Q: 3 clusters Score -24820.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -24834.714844 Penalty: 623.457825 Iteration 6Q: 3 clusters Score -24834.71 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -24845.697266 Penalty: 623.457825 Iteration 7Q: 3 clusters Score -24845.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -24861.093750 Penalty: 623.457825 Iteration 8Q: 3 clusters Score -24861.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -24879.818359 Penalty: 623.457825 Iteration 9Q: 3 clusters Score -24879.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -24892.087891 Penalty: 623.457825 Iteration 10Q: 3 clusters Score -24892.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -24898.210938 Penalty: 623.457825 Iteration 11Q: 3 clusters Score -24898.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -24902.154297 Penalty: 623.457825 Iteration 12Q: 3 clusters Score -24902.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -24903.564453 Penalty: 623.457825 Iteration 13Q: 3 clusters Score -24903.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -24903.839844 Penalty: 623.457825 Iteration 14Q: 3 clusters Score -24903.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -24905.195312 Penalty: 623.457825 Iteration 15Q: 3 clusters Score -24905.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -24905.195312 Penalty: 623.457825 Iteration 16F: 3 clusters Score -24905.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (20610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20610 members Entering Unmasked Estep Score: -542951.187500 Penalty: 451.975708 Iteration 0F: 2 clusters Score -542951.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 10394 members Entering Unmasked Estep Score: -529238.625000 Penalty: 903.951416 Iteration 0F: 3 clusters Score -529238.6 nChanged 9775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 11629 members Entering Unmasked Estep Score: -535909.625000 Penalty: 903.951416 Iteration 1F: 3 clusters Score -535909.6 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8153 members Mstep: Class 2 contains 12457 members Entering Unmasked Estep Score: -537171.937500 Penalty: 903.951416 Iteration 2F: 3 clusters Score -537171.9 nChanged 1872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 13621 members Entering Unmasked Estep Score: -538718.375000 Penalty: 903.951416 Iteration 3F: 3 clusters Score -538718.4 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 14921 members Entering Unmasked Estep Score: -540404.250000 Penalty: 903.951416 Iteration 4F: 3 clusters Score -540404.2 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 15962 members Entering Unmasked Estep Score: -542131.312500 Penalty: 903.951416 Iteration 5F: 3 clusters Score -542131.3 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 16444 members Entering Unmasked Estep Score: -543675.625000 Penalty: 903.951416 Iteration 6Q: 3 clusters Score -543675.6 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4188 members Mstep: Class 2 contains 16422 members Entering Unmasked Estep Score: -544016.375000 Penalty: 903.951416 Iteration 7Q: 3 clusters Score -544016.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4249 members Mstep: Class 2 contains 16361 members Entering Unmasked Estep Score: -544063.187500 Penalty: 903.951416 Iteration 8Q: 3 clusters Score -544063.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 16283 members Entering Unmasked Estep Score: -544089.750000 Penalty: 903.951416 Iteration 9Q: 3 clusters Score -544089.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 16209 members Entering Unmasked Estep Score: -544099.000000 Penalty: 903.951416 Iteration 10Q: 3 clusters Score -544099 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 16143 members Entering Unmasked Estep Score: -544109.062500 Penalty: 903.951416 Iteration 11Q: 3 clusters Score -544109.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 16083 members Entering Unmasked Estep Score: -544114.125000 Penalty: 903.951416 Iteration 12Q: 3 clusters Score -544114.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -544117.312500 Penalty: 903.951416 Iteration 13Q: 3 clusters Score -544117.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 15979 members Entering Unmasked Estep Score: -544124.500000 Penalty: 903.951416 Iteration 14Q: 3 clusters Score -544124.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 15933 members Entering Unmasked Estep Score: -544132.062500 Penalty: 903.951416 Iteration 15Q: 3 clusters Score -544132.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4720 members Mstep: Class 2 contains 15890 members Entering Unmasked Estep Score: -544134.625000 Penalty: 903.951416 Iteration 16Q: 3 clusters Score -544134.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4766 members Mstep: Class 2 contains 15844 members Entering Unmasked Estep Score: -544138.875000 Penalty: 903.951416 Iteration 17Q: 3 clusters Score -544138.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4819 members Mstep: Class 2 contains 15791 members Entering Unmasked Estep Score: -544144.437500 Penalty: 903.951416 Iteration 18Q: 3 clusters Score -544144.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 15731 members Entering Unmasked Estep Score: -544152.500000 Penalty: 903.951416 Iteration 19Q: 3 clusters Score -544152.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4949 members Mstep: Class 2 contains 15661 members Entering Unmasked Estep Score: -544160.437500 Penalty: 903.951416 Iteration 20F: 3 clusters Score -544160.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 15592 members Entering Unmasked Estep Score: -544170.375000 Penalty: 903.951416 Iteration 21Q: 3 clusters Score -544170.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 15529 members Entering Unmasked Estep Score: -544176.437500 Penalty: 903.951416 Iteration 22Q: 3 clusters Score -544176.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 15455 members Entering Unmasked Estep Score: -544186.000000 Penalty: 903.951416 Iteration 23Q: 3 clusters Score -544186 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -544198.750000 Penalty: 903.951416 Iteration 24Q: 3 clusters Score -544198.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 15285 members Entering Unmasked Estep Score: -544210.062500 Penalty: 903.951416 Iteration 25Q: 3 clusters Score -544210.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 15209 members Entering Unmasked Estep Score: -544222.750000 Penalty: 903.951416 Iteration 26Q: 3 clusters Score -544222.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 15133 members Entering Unmasked Estep Score: -544234.062500 Penalty: 903.951416 Iteration 27Q: 3 clusters Score -544234.1 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5558 members Mstep: Class 2 contains 15052 members Entering Unmasked Estep Score: -544247.937500 Penalty: 903.951416 Iteration 28Q: 3 clusters Score -544247.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 14961 members Entering Unmasked Estep Score: -544264.062500 Penalty: 903.951416 Iteration 29Q: 3 clusters Score -544264.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5759 members Mstep: Class 2 contains 14851 members Entering Unmasked Estep Score: -544294.062500 Penalty: 903.951416 Iteration 30Q: 3 clusters Score -544294.1 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 14704 members Entering Unmasked Estep Score: -544345.062500 Penalty: 903.951416 Iteration 31Q: 3 clusters Score -544345.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 14524 members Entering Unmasked Estep Score: -544420.250000 Penalty: 903.951416 Iteration 32Q: 3 clusters Score -544420.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 14304 members Entering Unmasked Estep Score: -544532.187500 Penalty: 903.951416 Iteration 33Q: 3 clusters Score -544532.2 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 14016 members Entering Unmasked Estep Score: -544700.250000 Penalty: 903.951416 Iteration 34Q: 3 clusters Score -544700.2 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 13645 members Entering Unmasked Estep Score: -544968.937500 Penalty: 903.951416 Iteration 35Q: 3 clusters Score -544968.9 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 13178 members Entering Unmasked Estep Score: -545359.125000 Penalty: 903.951416 Iteration 36Q: 3 clusters Score -545359.1 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 12653 members Entering Unmasked Estep Score: -545962.125000 Penalty: 903.951416 Iteration 37Q: 3 clusters Score -545962.1 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8570 members Mstep: Class 2 contains 12040 members Entering Unmasked Estep Score: -546869.500000 Penalty: 903.951416 Iteration 38Q: 3 clusters Score -546869.5 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9198 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -548087.312500 Penalty: 903.951416 Iteration 39Q: 3 clusters Score -548087.3 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 10846 members Entering Unmasked Estep Score: -549535.687500 Penalty: 903.951416 Iteration 40F: 3 clusters Score -549535.7 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10276 members Mstep: Class 2 contains 10334 members Entering Unmasked Estep Score: -550775.437500 Penalty: 903.951416 Iteration 41Q: 3 clusters Score -550775.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10476 members Mstep: Class 2 contains 10134 members Entering Unmasked Estep Score: -550964.062500 Penalty: 903.951416 Iteration 42Q: 3 clusters Score -550964.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10496 members Mstep: Class 2 contains 10114 members Entering Unmasked Estep Score: -550966.625000 Penalty: 903.951416 Iteration 43Q: 3 clusters Score -550966.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -550966.625000 Penalty: 903.951416 Iteration 44Q: 3 clusters Score -550966.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 10112 members Entering Unmasked Estep Score: -550966.625000 Penalty: 903.951416 Iteration 45F: 3 clusters Score -550966.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 159 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 14206 members Mstep: Class 5 contains 7659 members Mstep: Class 6 contains 14897 members Mstep: Class 7 contains 1278 members Mstep: Class 8 contains 13944 members Mstep: Class 9 contains 5968 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 10498 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 6073 members Mstep: Class 14 contains 7196 members Mstep: Class 15 contains 4638 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 222719 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2092 members Mstep: Class 23 contains 1999 members Mstep: Class 24 contains 589 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 1618 members Mstep: Class 27 contains 10112 members Entering Unmasked Estep Score: -9329365.000000 Penalty: 15655.186523 Splitting cluster 11 changes total score from -9321516.000000 to -9329365.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 12 (1875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Entering Unmasked Estep Score: -48449.800781 Penalty: 342.904572 Iteration 0F: 2 clusters Score -48449.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -47124.523438 Penalty: 685.809143 Iteration 0F: 3 clusters Score -47124.52 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -47585.785156 Penalty: 685.809143 Iteration 1F: 3 clusters Score -47585.79 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -47656.128906 Penalty: 685.809143 Iteration 2F: 3 clusters Score -47656.13 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -47746.769531 Penalty: 685.809143 Iteration 3F: 3 clusters Score -47746.77 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -47854.621094 Penalty: 685.809143 Iteration 4F: 3 clusters Score -47854.62 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -47945.800781 Penalty: 685.809143 Iteration 5F: 3 clusters Score -47945.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -48012.335938 Penalty: 685.809143 Iteration 6F: 3 clusters Score -48012.34 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -48062.367188 Penalty: 685.809143 Iteration 7Q: 3 clusters Score -48062.37 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -48098.757812 Penalty: 685.809143 Iteration 8Q: 3 clusters Score -48098.76 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -48117.292969 Penalty: 685.809143 Iteration 9Q: 3 clusters Score -48117.29 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -48134.402344 Penalty: 685.809143 Iteration 10Q: 3 clusters Score -48134.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -48142.242188 Penalty: 685.809143 Iteration 11Q: 3 clusters Score -48142.24 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -48151.664062 Penalty: 685.809143 Iteration 12Q: 3 clusters Score -48151.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -48157.140625 Penalty: 685.809143 Iteration 13Q: 3 clusters Score -48157.14 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -48161.382812 Penalty: 685.809143 Iteration 14Q: 3 clusters Score -48161.38 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -48169.406250 Penalty: 685.809143 Iteration 15Q: 3 clusters Score -48169.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -48174.460938 Penalty: 685.809143 Iteration 16Q: 3 clusters Score -48174.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -48177.296875 Penalty: 685.809143 Iteration 17Q: 3 clusters Score -48177.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -48179.148438 Penalty: 685.809143 Iteration 18Q: 3 clusters Score -48179.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -48180.687500 Penalty: 685.809143 Iteration 19Q: 3 clusters Score -48180.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -48182.074219 Penalty: 685.809143 Iteration 20F: 3 clusters Score -48182.07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -48183.386719 Penalty: 685.809143 Iteration 21Q: 3 clusters Score -48183.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -48184.062500 Penalty: 685.809143 Iteration 22Q: 3 clusters Score -48184.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -48184.265625 Penalty: 685.809143 Iteration 23Q: 3 clusters Score -48184.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -48184.460938 Penalty: 685.809143 Iteration 24Q: 3 clusters Score -48184.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -48184.609375 Penalty: 685.809143 Iteration 25Q: 3 clusters Score -48184.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -48184.765625 Penalty: 685.809143 Iteration 26Q: 3 clusters Score -48184.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -48185.121094 Penalty: 685.809143 Iteration 27Q: 3 clusters Score -48185.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -48185.347656 Penalty: 685.809143 Iteration 28Q: 3 clusters Score -48185.35 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -48185.347656 Penalty: 685.809143 Iteration 29F: 3 clusters Score -48185.35 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (6073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6073 members Entering Unmasked Estep Score: -181213.843750 Penalty: 396.378174 Iteration 0F: 2 clusters Score -181213.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -177261.046875 Penalty: 792.756348 Iteration 0F: 3 clusters Score -177261 nChanged 2693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -179078.218750 Penalty: 792.756348 Iteration 1F: 3 clusters Score -179078.2 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 2986 members Entering Unmasked Estep Score: -179469.328125 Penalty: 792.756348 Iteration 2F: 3 clusters Score -179469.3 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 2929 members Entering Unmasked Estep Score: -179879.890625 Penalty: 792.756348 Iteration 3F: 3 clusters Score -179879.9 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -180296.640625 Penalty: 792.756348 Iteration 4F: 3 clusters Score -180296.6 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -180697.187500 Penalty: 792.756348 Iteration 5F: 3 clusters Score -180697.2 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -180985.875000 Penalty: 792.756348 Iteration 6F: 3 clusters Score -180985.9 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -181164.750000 Penalty: 792.756348 Iteration 7Q: 3 clusters Score -181164.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 3301 members Entering Unmasked Estep Score: -181293.453125 Penalty: 792.756348 Iteration 8Q: 3 clusters Score -181293.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -181384.718750 Penalty: 792.756348 Iteration 9Q: 3 clusters Score -181384.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -181475.265625 Penalty: 792.756348 Iteration 10Q: 3 clusters Score -181475.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -181553.515625 Penalty: 792.756348 Iteration 11Q: 3 clusters Score -181553.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -181617.750000 Penalty: 792.756348 Iteration 12Q: 3 clusters Score -181617.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -181661.187500 Penalty: 792.756348 Iteration 13Q: 3 clusters Score -181661.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -181694.421875 Penalty: 792.756348 Iteration 14Q: 3 clusters Score -181694.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -181716.593750 Penalty: 792.756348 Iteration 15Q: 3 clusters Score -181716.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -181735.500000 Penalty: 792.756348 Iteration 16Q: 3 clusters Score -181735.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -181745.625000 Penalty: 792.756348 Iteration 17Q: 3 clusters Score -181745.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -181756.031250 Penalty: 792.756348 Iteration 18Q: 3 clusters Score -181756 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 4098 members Entering Unmasked Estep Score: -181764.828125 Penalty: 792.756348 Iteration 19Q: 3 clusters Score -181764.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -181769.718750 Penalty: 792.756348 Iteration 20F: 3 clusters Score -181769.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -181773.828125 Penalty: 792.756348 Iteration 21Q: 3 clusters Score -181773.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -181775.046875 Penalty: 792.756348 Iteration 22Q: 3 clusters Score -181775 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -181777.437500 Penalty: 792.756348 Iteration 23Q: 3 clusters Score -181777.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -181778.671875 Penalty: 792.756348 Iteration 24Q: 3 clusters Score -181778.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -181779.343750 Penalty: 792.756348 Iteration 25Q: 3 clusters Score -181779.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -181779.781250 Penalty: 792.756348 Iteration 26Q: 3 clusters Score -181779.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -181780.640625 Penalty: 792.756348 Iteration 27Q: 3 clusters Score -181780.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -181781.125000 Penalty: 792.756348 Iteration 28Q: 3 clusters Score -181781.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -181782.359375 Penalty: 792.756348 Iteration 29Q: 3 clusters Score -181782.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Mstep: Class 2 contains 4252 members Entering Unmasked Estep Score: -181785.500000 Penalty: 792.756348 Iteration 30Q: 3 clusters Score -181785.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -181787.203125 Penalty: 792.756348 Iteration 31Q: 3 clusters Score -181787.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 4276 members Entering Unmasked Estep Score: -181788.546875 Penalty: 792.756348 Iteration 32Q: 3 clusters Score -181788.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 4284 members Entering Unmasked Estep Score: -181789.859375 Penalty: 792.756348 Iteration 33Q: 3 clusters Score -181789.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1783 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -181790.109375 Penalty: 792.756348 Iteration 34Q: 3 clusters Score -181790.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 4295 members Entering Unmasked Estep Score: -181790.468750 Penalty: 792.756348 Iteration 35Q: 3 clusters Score -181790.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -181791.046875 Penalty: 792.756348 Iteration 36Q: 3 clusters Score -181791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -181792.031250 Penalty: 792.756348 Iteration 37Q: 3 clusters Score -181792 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 4312 members Entering Unmasked Estep Score: -181792.640625 Penalty: 792.756348 Iteration 38Q: 3 clusters Score -181792.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -181793.078125 Penalty: 792.756348 Iteration 39Q: 3 clusters Score -181793.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -181794.500000 Penalty: 792.756348 Iteration 40F: 3 clusters Score -181794.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 4333 members Entering Unmasked Estep Score: -181795.187500 Penalty: 792.756348 Iteration 41Q: 3 clusters Score -181795.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -181796.062500 Penalty: 792.756348 Iteration 42Q: 3 clusters Score -181796.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 4349 members Entering Unmasked Estep Score: -181796.234375 Penalty: 792.756348 Iteration 43Q: 3 clusters Score -181796.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 4354 members Entering Unmasked Estep Score: -181797.500000 Penalty: 792.756348 Iteration 44Q: 3 clusters Score -181797.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 4359 members Entering Unmasked Estep Score: -181798.546875 Penalty: 792.756348 Iteration 45Q: 3 clusters Score -181798.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 4364 members Entering Unmasked Estep Score: -181799.203125 Penalty: 792.756348 Iteration 46Q: 3 clusters Score -181799.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 4367 members Entering Unmasked Estep Score: -181799.234375 Penalty: 792.756348 Iteration 47Q: 3 clusters Score -181799.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 4372 members Entering Unmasked Estep Score: -181799.640625 Penalty: 792.756348 Iteration 48Q: 3 clusters Score -181799.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -181800.906250 Penalty: 792.756348 Iteration 49Q: 3 clusters Score -181800.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 4381 members Entering Unmasked Estep Score: -181801.062500 Penalty: 792.756348 Iteration 50Q: 3 clusters Score -181801.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -181801.843750 Penalty: 792.756348 Iteration 51Q: 3 clusters Score -181801.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -181801.734375 Penalty: 792.756348 Iteration 52Q: 3 clusters Score -181801.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 4390 members Entering Unmasked Estep Score: -181801.890625 Penalty: 792.756348 Iteration 53Q: 3 clusters Score -181801.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -181801.984375 Penalty: 792.756348 Iteration 54Q: 3 clusters Score -181802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 4393 members Entering Unmasked Estep Score: -181801.906250 Penalty: 792.756348 Iteration 55Q: 3 clusters Score -181801.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -181801.875000 Penalty: 792.756348 Iteration 56Q: 3 clusters Score -181801.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -181802.406250 Penalty: 792.756348 Iteration 57Q: 3 clusters Score -181802.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 4397 members Entering Unmasked Estep Score: -181802.765625 Penalty: 792.756348 Iteration 58Q: 3 clusters Score -181802.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -181803.015625 Penalty: 792.756348 Iteration 59Q: 3 clusters Score -181803 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -181803.562500 Penalty: 792.756348 Iteration 60F: 3 clusters Score -181803.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -181804.218750 Penalty: 792.756348 Iteration 61Q: 3 clusters Score -181804.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -181804.078125 Penalty: 792.756348 Iteration 62Q: 3 clusters Score -181804.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 4408 members Entering Unmasked Estep Score: -181804.078125 Penalty: 792.756348 Iteration 63Q: 3 clusters Score -181804.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 4409 members Entering Unmasked Estep Score: -181803.875000 Penalty: 792.756348 Iteration 64Q: 3 clusters Score -181803.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 4412 members Entering Unmasked Estep Score: -181803.937500 Penalty: 792.756348 Iteration 65Q: 3 clusters Score -181803.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -181804.093750 Penalty: 792.756348 Iteration 66Q: 3 clusters Score -181804.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 4413 members Entering Unmasked Estep Score: -181804.093750 Penalty: 792.756348 Iteration 67F: 3 clusters Score -181804.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 159 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 14206 members Mstep: Class 5 contains 7659 members Mstep: Class 6 contains 14897 members Mstep: Class 7 contains 1278 members Mstep: Class 8 contains 13944 members Mstep: Class 9 contains 5968 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 10498 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 1660 members Mstep: Class 14 contains 7196 members Mstep: Class 15 contains 4638 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 222719 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2092 members Mstep: Class 23 contains 1999 members Mstep: Class 24 contains 589 members Mstep: Class 25 contains 651 members Mstep: Class 26 contains 1618 members Mstep: Class 27 contains 10112 members Mstep: Class 28 contains 4413 members Entering Unmasked Estep Score: -9329741.000000 Penalty: 16235.008789 Splitting cluster 13 changes total score from -9321516.000000 to -9329741.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 14 (7196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Entering Unmasked Estep Score: -211135.515625 Penalty: 404.098267 Iteration 0F: 2 clusters Score -211135.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -206355.609375 Penalty: 808.196533 Iteration 0F: 3 clusters Score -206355.6 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -208140.296875 Penalty: 808.196533 Iteration 1F: 3 clusters Score -208140.3 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -208263.078125 Penalty: 808.196533 Iteration 2Q: 3 clusters Score -208263.1 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -208406.546875 Penalty: 808.196533 Iteration 3Q: 3 clusters Score -208406.5 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3947 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -208611.093750 Penalty: 808.196533 Iteration 4Q: 3 clusters Score -208611.1 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4078 members Mstep: Class 2 contains 3118 members Entering Unmasked Estep Score: -208876.187500 Penalty: 808.196533 Iteration 5F: 3 clusters Score -208876.2 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4164 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -209175.953125 Penalty: 808.196533 Iteration 6F: 3 clusters Score -209176 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -209480.375000 Penalty: 808.196533 Iteration 7F: 3 clusters Score -209480.4 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4274 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -209705.718750 Penalty: 808.196533 Iteration 8F: 3 clusters Score -209705.7 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 2890 members Entering Unmasked Estep Score: -209844.984375 Penalty: 808.196533 Iteration 9Q: 3 clusters Score -209845 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4329 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -209930.671875 Penalty: 808.196533 Iteration 10Q: 3 clusters Score -209930.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -210008.671875 Penalty: 808.196533 Iteration 11Q: 3 clusters Score -210008.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -210080.312500 Penalty: 808.196533 Iteration 12Q: 3 clusters Score -210080.3 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4446 members Mstep: Class 2 contains 2750 members Entering Unmasked Estep Score: -210142.843750 Penalty: 808.196533 Iteration 13Q: 3 clusters Score -210142.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4497 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -210214.250000 Penalty: 808.196533 Iteration 14Q: 3 clusters Score -210214.2 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 2647 members Entering Unmasked Estep Score: -210289.171875 Penalty: 808.196533 Iteration 15Q: 3 clusters Score -210289.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -210364.609375 Penalty: 808.196533 Iteration 16Q: 3 clusters Score -210364.6 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4643 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -210436.281250 Penalty: 808.196533 Iteration 17Q: 3 clusters Score -210436.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4657 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -210513.593750 Penalty: 808.196533 Iteration 18Q: 3 clusters Score -210513.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4665 members Mstep: Class 2 contains 2531 members Entering Unmasked Estep Score: -210574.953125 Penalty: 808.196533 Iteration 19Q: 3 clusters Score -210575 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -210618.843750 Penalty: 808.196533 Iteration 20F: 3 clusters Score -210618.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4661 members Mstep: Class 2 contains 2535 members Entering Unmasked Estep Score: -210648.109375 Penalty: 808.196533 Iteration 21Q: 3 clusters Score -210648.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4675 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -210671.437500 Penalty: 808.196533 Iteration 22Q: 3 clusters Score -210671.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4685 members Mstep: Class 2 contains 2511 members Entering Unmasked Estep Score: -210685.203125 Penalty: 808.196533 Iteration 23Q: 3 clusters Score -210685.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 2495 members Entering Unmasked Estep Score: -210694.750000 Penalty: 808.196533 Iteration 24Q: 3 clusters Score -210694.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4717 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -210702.921875 Penalty: 808.196533 Iteration 25Q: 3 clusters Score -210702.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -210711.562500 Penalty: 808.196533 Iteration 26Q: 3 clusters Score -210711.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4774 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -210719.828125 Penalty: 808.196533 Iteration 27Q: 3 clusters Score -210719.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4796 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -210725.875000 Penalty: 808.196533 Iteration 28Q: 3 clusters Score -210725.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -210729.765625 Penalty: 808.196533 Iteration 29Q: 3 clusters Score -210729.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 2363 members Entering Unmasked Estep Score: -210733.546875 Penalty: 808.196533 Iteration 30Q: 3 clusters Score -210733.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -210736.000000 Penalty: 808.196533 Iteration 31Q: 3 clusters Score -210736 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 2329 members Entering Unmasked Estep Score: -210739.093750 Penalty: 808.196533 Iteration 32Q: 3 clusters Score -210739.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -210740.031250 Penalty: 808.196533 Iteration 33Q: 3 clusters Score -210740 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -210742.203125 Penalty: 808.196533 Iteration 34Q: 3 clusters Score -210742.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -210744.000000 Penalty: 808.196533 Iteration 35Q: 3 clusters Score -210744 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4918 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -210745.046875 Penalty: 808.196533 Iteration 36Q: 3 clusters Score -210745 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4925 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -210744.828125 Penalty: 808.196533 Iteration 37Q: 3 clusters Score -210744.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -210745.875000 Penalty: 808.196533 Iteration 38Q: 3 clusters Score -210745.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -210745.921875 Penalty: 808.196533 Iteration 39Q: 3 clusters Score -210745.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4939 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -210746.312500 Penalty: 808.196533 Iteration 40F: 3 clusters Score -210746.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -210747.343750 Penalty: 808.196533 Iteration 41Q: 3 clusters Score -210747.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4946 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -210747.343750 Penalty: 808.196533 Iteration 42F: 3 clusters Score -210747.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4638 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Entering Unmasked Estep Score: -140056.765625 Penalty: 384.112762 Iteration 0F: 2 clusters Score -140056.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -136896.468750 Penalty: 768.225525 Iteration 0F: 3 clusters Score -136896.5 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -138247.484375 Penalty: 768.225525 Iteration 1F: 3 clusters Score -138247.5 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -138504.296875 Penalty: 768.225525 Iteration 2F: 3 clusters Score -138504.3 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3074 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -138762.140625 Penalty: 768.225525 Iteration 3F: 3 clusters Score -138762.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3255 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -138988.921875 Penalty: 768.225525 Iteration 4F: 3 clusters Score -138988.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -139179.015625 Penalty: 768.225525 Iteration 5F: 3 clusters Score -139179 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -139294.406250 Penalty: 768.225525 Iteration 6Q: 3 clusters Score -139294.4 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -139390.328125 Penalty: 768.225525 Iteration 7Q: 3 clusters Score -139390.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -139451.531250 Penalty: 768.225525 Iteration 8Q: 3 clusters Score -139451.5 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -139497.281250 Penalty: 768.225525 Iteration 9Q: 3 clusters Score -139497.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -139550.984375 Penalty: 768.225525 Iteration 10Q: 3 clusters Score -139551 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -139585.312500 Penalty: 768.225525 Iteration 11Q: 3 clusters Score -139585.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -139615.687500 Penalty: 768.225525 Iteration 12Q: 3 clusters Score -139615.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4178 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -139636.531250 Penalty: 768.225525 Iteration 13Q: 3 clusters Score -139636.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -139657.609375 Penalty: 768.225525 Iteration 14Q: 3 clusters Score -139657.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -139678.765625 Penalty: 768.225525 Iteration 15Q: 3 clusters Score -139678.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -139701.234375 Penalty: 768.225525 Iteration 16Q: 3 clusters Score -139701.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -139718.609375 Penalty: 768.225525 Iteration 17Q: 3 clusters Score -139718.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -139733.203125 Penalty: 768.225525 Iteration 18Q: 3 clusters Score -139733.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -139748.078125 Penalty: 768.225525 Iteration 19Q: 3 clusters Score -139748.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -139760.859375 Penalty: 768.225525 Iteration 20F: 3 clusters Score -139760.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -139770.734375 Penalty: 768.225525 Iteration 21Q: 3 clusters Score -139770.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -139782.703125 Penalty: 768.225525 Iteration 22Q: 3 clusters Score -139782.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -139795.203125 Penalty: 768.225525 Iteration 23Q: 3 clusters Score -139795.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -139808.359375 Penalty: 768.225525 Iteration 24Q: 3 clusters Score -139808.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4474 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -139818.906250 Penalty: 768.225525 Iteration 25Q: 3 clusters Score -139818.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4480 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -139824.343750 Penalty: 768.225525 Iteration 26Q: 3 clusters Score -139824.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -139828.296875 Penalty: 768.225525 Iteration 27Q: 3 clusters Score -139828.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -139832.296875 Penalty: 768.225525 Iteration 28Q: 3 clusters Score -139832.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4500 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -139838.437500 Penalty: 768.225525 Iteration 29Q: 3 clusters Score -139838.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -139840.875000 Penalty: 768.225525 Iteration 30Q: 3 clusters Score -139840.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -139841.578125 Penalty: 768.225525 Iteration 31Q: 3 clusters Score -139841.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -139841.859375 Penalty: 768.225525 Iteration 32Q: 3 clusters Score -139841.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4508 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -139841.859375 Penalty: 768.225525 Iteration 33F: 3 clusters Score -139841.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Entering Unmasked Estep Score: -25729.166016 Penalty: 309.357056 Iteration 0F: 2 clusters Score -25729.17 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -24985.580078 Penalty: 618.714111 Iteration 0F: 3 clusters Score -24985.58 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -25324.039062 Penalty: 618.714111 Iteration 1F: 3 clusters Score -25324.04 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -25426.134766 Penalty: 618.714111 Iteration 2F: 3 clusters Score -25426.13 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -25487.810547 Penalty: 618.714111 Iteration 3F: 3 clusters Score -25487.81 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -25542.472656 Penalty: 618.714111 Iteration 4F: 3 clusters Score -25542.47 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -25575.220703 Penalty: 618.714111 Iteration 5Q: 3 clusters Score -25575.22 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -25594.429688 Penalty: 618.714111 Iteration 6Q: 3 clusters Score -25594.43 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -25605.527344 Penalty: 618.714111 Iteration 7Q: 3 clusters Score -25605.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -25612.257812 Penalty: 618.714111 Iteration 8Q: 3 clusters Score -25612.26 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -25625.503906 Penalty: 618.714111 Iteration 9Q: 3 clusters Score -25625.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -25631.962891 Penalty: 618.714111 Iteration 10Q: 3 clusters Score -25631.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -25635.820312 Penalty: 618.714111 Iteration 11Q: 3 clusters Score -25635.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -25638.011719 Penalty: 618.714111 Iteration 12Q: 3 clusters Score -25638.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -25639.544922 Penalty: 618.714111 Iteration 13Q: 3 clusters Score -25639.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -25641.115234 Penalty: 618.714111 Iteration 14Q: 3 clusters Score -25641.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -25641.675781 Penalty: 618.714111 Iteration 15Q: 3 clusters Score -25641.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -25642.232422 Penalty: 618.714111 Iteration 16Q: 3 clusters Score -25642.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -25642.232422 Penalty: 618.714111 Iteration 17F: 3 clusters Score -25642.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2492 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Entering Unmasked Estep Score: -75010.968750 Penalty: 355.848267 Iteration 0F: 2 clusters Score -75010.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -73244.367188 Penalty: 711.696533 Iteration 0F: 3 clusters Score -73244.37 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -73800.507812 Penalty: 711.696533 Iteration 1F: 3 clusters Score -73800.51 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -73879.437500 Penalty: 711.696533 Iteration 2F: 3 clusters Score -73879.44 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -73975.617188 Penalty: 711.696533 Iteration 3F: 3 clusters Score -73975.62 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -74081.125000 Penalty: 711.696533 Iteration 4F: 3 clusters Score -74081.12 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -74187.093750 Penalty: 711.696533 Iteration 5F: 3 clusters Score -74187.09 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -74270.718750 Penalty: 711.696533 Iteration 6F: 3 clusters Score -74270.72 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -74333.664062 Penalty: 711.696533 Iteration 7Q: 3 clusters Score -74333.66 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -74383.328125 Penalty: 711.696533 Iteration 8Q: 3 clusters Score -74383.33 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -74414.085938 Penalty: 711.696533 Iteration 9Q: 3 clusters Score -74414.09 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -74434.343750 Penalty: 711.696533 Iteration 10Q: 3 clusters Score -74434.34 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -74449.453125 Penalty: 711.696533 Iteration 11Q: 3 clusters Score -74449.45 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -74461.765625 Penalty: 711.696533 Iteration 12Q: 3 clusters Score -74461.77 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -74475.921875 Penalty: 711.696533 Iteration 13Q: 3 clusters Score -74475.92 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -74487.617188 Penalty: 711.696533 Iteration 14Q: 3 clusters Score -74487.62 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -74496.703125 Penalty: 711.696533 Iteration 15Q: 3 clusters Score -74496.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -74500.179688 Penalty: 711.696533 Iteration 16Q: 3 clusters Score -74500.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -74501.750000 Penalty: 711.696533 Iteration 17Q: 3 clusters Score -74501.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -74502.265625 Penalty: 711.696533 Iteration 18Q: 3 clusters Score -74502.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -74502.406250 Penalty: 711.696533 Iteration 19Q: 3 clusters Score -74502.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -74502.789062 Penalty: 711.696533 Iteration 20F: 3 clusters Score -74502.79 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -74503.234375 Penalty: 711.696533 Iteration 21Q: 3 clusters Score -74503.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -74504.593750 Penalty: 711.696533 Iteration 22Q: 3 clusters Score -74504.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -74506.070312 Penalty: 711.696533 Iteration 23Q: 3 clusters Score -74506.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -74507.851562 Penalty: 711.696533 Iteration 24Q: 3 clusters Score -74507.85 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -74509.695312 Penalty: 711.696533 Iteration 25Q: 3 clusters Score -74509.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -74511.109375 Penalty: 711.696533 Iteration 26Q: 3 clusters Score -74511.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -74512.375000 Penalty: 711.696533 Iteration 27Q: 3 clusters Score -74512.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -74516.132812 Penalty: 711.696533 Iteration 28Q: 3 clusters Score -74516.13 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -74518.609375 Penalty: 711.696533 Iteration 29Q: 3 clusters Score -74518.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -74521.125000 Penalty: 711.696533 Iteration 30Q: 3 clusters Score -74521.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -74523.117188 Penalty: 711.696533 Iteration 31Q: 3 clusters Score -74523.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -74526.187500 Penalty: 711.696533 Iteration 32Q: 3 clusters Score -74526.19 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -74530.062500 Penalty: 711.696533 Iteration 33Q: 3 clusters Score -74530.06 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -74532.851562 Penalty: 711.696533 Iteration 34Q: 3 clusters Score -74532.85 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -74535.640625 Penalty: 711.696533 Iteration 35Q: 3 clusters Score -74535.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -74536.812500 Penalty: 711.696533 Iteration 36Q: 3 clusters Score -74536.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -74537.789062 Penalty: 711.696533 Iteration 37Q: 3 clusters Score -74537.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -74538.351562 Penalty: 711.696533 Iteration 38Q: 3 clusters Score -74538.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -74538.476562 Penalty: 711.696533 Iteration 39Q: 3 clusters Score -74538.48 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -74538.476562 Penalty: 711.696533 Iteration 40F: 3 clusters Score -74538.48 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3463 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3463 members Entering Unmasked Estep Score: -102766.773438 Penalty: 370.820038 Iteration 0F: 2 clusters Score -102766.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -100414.921875 Penalty: 741.640076 Iteration 0F: 3 clusters Score -100414.9 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -101224.250000 Penalty: 741.640076 Iteration 1F: 3 clusters Score -101224.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -101365.085938 Penalty: 741.640076 Iteration 2F: 3 clusters Score -101365.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -101483.234375 Penalty: 741.640076 Iteration 3F: 3 clusters Score -101483.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -101596.218750 Penalty: 741.640076 Iteration 4F: 3 clusters Score -101596.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -101686.398438 Penalty: 741.640076 Iteration 5F: 3 clusters Score -101686.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -101750.500000 Penalty: 741.640076 Iteration 6Q: 3 clusters Score -101750.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -101802.039062 Penalty: 741.640076 Iteration 7Q: 3 clusters Score -101802 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -101846.320312 Penalty: 741.640076 Iteration 8Q: 3 clusters Score -101846.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -101880.960938 Penalty: 741.640076 Iteration 9Q: 3 clusters Score -101881 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -101913.828125 Penalty: 741.640076 Iteration 10Q: 3 clusters Score -101913.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -101942.625000 Penalty: 741.640076 Iteration 11Q: 3 clusters Score -101942.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -101970.218750 Penalty: 741.640076 Iteration 12Q: 3 clusters Score -101970.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -101996.875000 Penalty: 741.640076 Iteration 13Q: 3 clusters Score -101996.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -102021.156250 Penalty: 741.640076 Iteration 14Q: 3 clusters Score -102021.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -102035.250000 Penalty: 741.640076 Iteration 15Q: 3 clusters Score -102035.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -102059.718750 Penalty: 741.640076 Iteration 16Q: 3 clusters Score -102059.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -102086.960938 Penalty: 741.640076 Iteration 17Q: 3 clusters Score -102087 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -102123.750000 Penalty: 741.640076 Iteration 18Q: 3 clusters Score -102123.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2682 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -102152.179688 Penalty: 741.640076 Iteration 19Q: 3 clusters Score -102152.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -102175.609375 Penalty: 741.640076 Iteration 20F: 3 clusters Score -102175.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2778 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -102202.835938 Penalty: 741.640076 Iteration 21Q: 3 clusters Score -102202.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -102222.906250 Penalty: 741.640076 Iteration 22Q: 3 clusters Score -102222.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -102242.515625 Penalty: 741.640076 Iteration 23Q: 3 clusters Score -102242.5 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -102270.351562 Penalty: 741.640076 Iteration 24Q: 3 clusters Score -102270.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -102300.929688 Penalty: 741.640076 Iteration 25Q: 3 clusters Score -102300.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -102321.562500 Penalty: 741.640076 Iteration 26Q: 3 clusters Score -102321.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -102342.007812 Penalty: 741.640076 Iteration 27Q: 3 clusters Score -102342 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -102359.242188 Penalty: 741.640076 Iteration 28Q: 3 clusters Score -102359.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -102372.179688 Penalty: 741.640076 Iteration 29Q: 3 clusters Score -102372.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -102389.812500 Penalty: 741.640076 Iteration 30Q: 3 clusters Score -102389.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -102406.070312 Penalty: 741.640076 Iteration 31Q: 3 clusters Score -102406.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3214 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -102423.367188 Penalty: 741.640076 Iteration 32Q: 3 clusters Score -102423.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -102435.015625 Penalty: 741.640076 Iteration 33Q: 3 clusters Score -102435 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -102436.078125 Penalty: 741.640076 Iteration 34Q: 3 clusters Score -102436.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -102437.007812 Penalty: 741.640076 Iteration 35Q: 3 clusters Score -102437 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -102437.929688 Penalty: 741.640076 Iteration 36Q: 3 clusters Score -102437.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -102439.726562 Penalty: 741.640076 Iteration 37Q: 3 clusters Score -102439.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -102442.789062 Penalty: 741.640076 Iteration 38Q: 3 clusters Score -102442.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3275 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -102449.250000 Penalty: 741.640076 Iteration 39Q: 3 clusters Score -102449.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3285 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -102455.781250 Penalty: 741.640076 Iteration 40F: 3 clusters Score -102455.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -102462.648438 Penalty: 741.640076 Iteration 41Q: 3 clusters Score -102462.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -102466.515625 Penalty: 741.640076 Iteration 42Q: 3 clusters Score -102466.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3313 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -102473.046875 Penalty: 741.640076 Iteration 43Q: 3 clusters Score -102473 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3316 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -102476.429688 Penalty: 741.640076 Iteration 44Q: 3 clusters Score -102476.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -102483.375000 Penalty: 741.640076 Iteration 45Q: 3 clusters Score -102483.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -102489.148438 Penalty: 741.640076 Iteration 46Q: 3 clusters Score -102489.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -102492.585938 Penalty: 741.640076 Iteration 47Q: 3 clusters Score -102492.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -102495.000000 Penalty: 741.640076 Iteration 48Q: 3 clusters Score -102495 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -102497.070312 Penalty: 741.640076 Iteration 49Q: 3 clusters Score -102497.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -102498.835938 Penalty: 741.640076 Iteration 50Q: 3 clusters Score -102498.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -102499.625000 Penalty: 741.640076 Iteration 51Q: 3 clusters Score -102499.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -102500.562500 Penalty: 741.640076 Iteration 52Q: 3 clusters Score -102500.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -102500.562500 Penalty: 741.640076 Iteration 53F: 3 clusters Score -102500.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2594 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2594 members Entering Unmasked Estep Score: -65836.398438 Penalty: 357.673492 Iteration 0F: 2 clusters Score -65836.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -63986.527344 Penalty: 715.346985 Iteration 0F: 3 clusters Score -63986.53 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -64600.152344 Penalty: 715.346985 Iteration 1F: 3 clusters Score -64600.15 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -64747.015625 Penalty: 715.346985 Iteration 2F: 3 clusters Score -64747.02 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -64923.691406 Penalty: 715.346985 Iteration 3F: 3 clusters Score -64923.69 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -65107.730469 Penalty: 715.346985 Iteration 4F: 3 clusters Score -65107.73 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -65258.039062 Penalty: 715.346985 Iteration 5F: 3 clusters Score -65258.04 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -65347.972656 Penalty: 715.346985 Iteration 6Q: 3 clusters Score -65347.97 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -65431.539062 Penalty: 715.346985 Iteration 7Q: 3 clusters Score -65431.54 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -65515.820312 Penalty: 715.346985 Iteration 8Q: 3 clusters Score -65515.82 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -65621.890625 Penalty: 715.346985 Iteration 9Q: 3 clusters Score -65621.89 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -65692.406250 Penalty: 715.346985 Iteration 10Q: 3 clusters Score -65692.41 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -65727.320312 Penalty: 715.346985 Iteration 11Q: 3 clusters Score -65727.32 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -65739.242188 Penalty: 715.346985 Iteration 12Q: 3 clusters Score -65739.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -65747.828125 Penalty: 715.346985 Iteration 13Q: 3 clusters Score -65747.83 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -65754.929688 Penalty: 715.346985 Iteration 14Q: 3 clusters Score -65754.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -65759.187500 Penalty: 715.346985 Iteration 15Q: 3 clusters Score -65759.19 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -65760.882812 Penalty: 715.346985 Iteration 16Q: 3 clusters Score -65760.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -65762.468750 Penalty: 715.346985 Iteration 17Q: 3 clusters Score -65762.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -65765.593750 Penalty: 715.346985 Iteration 18Q: 3 clusters Score -65765.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -65767.187500 Penalty: 715.346985 Iteration 19Q: 3 clusters Score -65767.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -65767.312500 Penalty: 715.346985 Iteration 20F: 3 clusters Score -65767.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (222719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222719 members Entering Unmasked Estep Score: -6433757.500000 Penalty: 560.271790 Iteration 0F: 2 clusters Score -6433758 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111877 members Mstep: Class 2 contains 110842 members Entering Unmasked Estep Score: -6282431.000000 Penalty: 1120.543579 Iteration 0F: 3 clusters Score -6282431 nChanged 109397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134428 members Mstep: Class 2 contains 88291 members Entering Unmasked Estep Score: -6354058.500000 Penalty: 1120.543579 Iteration 1F: 3 clusters Score -6354058 nChanged 13983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147457 members Mstep: Class 2 contains 75262 members Entering Unmasked Estep Score: -6362461.500000 Penalty: 1120.543579 Iteration 2F: 3 clusters Score -6362462 nChanged 18177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165138 members Mstep: Class 2 contains 57581 members Entering Unmasked Estep Score: -6376808.500000 Penalty: 1120.543579 Iteration 3F: 3 clusters Score -6376808 nChanged 20527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185417 members Mstep: Class 2 contains 37302 members Entering Unmasked Estep Score: -6396184.000000 Penalty: 1120.543579 Iteration 4F: 3 clusters Score -6396184 nChanged 17882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203225 members Mstep: Class 2 contains 19494 members Entering Unmasked Estep Score: -6414525.500000 Penalty: 1120.543579 Iteration 5F: 3 clusters Score -6414526 nChanged 11419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214618 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -6425995.000000 Penalty: 1120.543579 Iteration 6F: 3 clusters Score -6425995 nChanged 5271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219887 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -6430833.500000 Penalty: 1120.543579 Iteration 7Q: 3 clusters Score -6430834 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221823 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -6432507.000000 Penalty: 1120.543579 Iteration 8Q: 3 clusters Score -6432507 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222416 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -6433045.500000 Penalty: 1120.543579 Iteration 9Q: 3 clusters Score -6433046 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222587 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -6433197.500000 Penalty: 1120.543579 Iteration 10Q: 3 clusters Score -6433198 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222633 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -6433255.000000 Penalty: 1120.543579 Iteration 11Q: 3 clusters Score -6433255 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222650 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -6433276.000000 Penalty: 1120.543579 Iteration 12Q: 3 clusters Score -6433276 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222655 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6433295.500000 Penalty: 1120.543579 Iteration 13Q: 3 clusters Score -6433296 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222656 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -6433298.500000 Penalty: 1120.543579 Iteration 14Q: 3 clusters Score -6433298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222655 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -6433298.500000 Penalty: 1120.543579 Iteration 15Q: 3 clusters Score -6433298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222654 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6433299.500000 Penalty: 1120.543579 Iteration 16Q: 3 clusters Score -6433300 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222654 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -6433299.500000 Penalty: 1120.543579 Iteration 17F: 3 clusters Score -6433300 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Entering Unmasked Estep Score: -21771.007812 Penalty: 303.921753 Iteration 0F: 2 clusters Score -21771.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -21089.947266 Penalty: 607.843506 Iteration 0F: 3 clusters Score -21089.95 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -21280.964844 Penalty: 607.843506 Iteration 1F: 3 clusters Score -21280.96 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -21314.830078 Penalty: 607.843506 Iteration 2F: 3 clusters Score -21314.83 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -21335.244141 Penalty: 607.843506 Iteration 3Q: 3 clusters Score -21335.24 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -21351.859375 Penalty: 607.843506 Iteration 4Q: 3 clusters Score -21351.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -21361.650391 Penalty: 607.843506 Iteration 5Q: 3 clusters Score -21361.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -21372.544922 Penalty: 607.843506 Iteration 6Q: 3 clusters Score -21372.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -21383.449219 Penalty: 607.843506 Iteration 7Q: 3 clusters Score -21383.45 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -21394.685547 Penalty: 607.843506 Iteration 8Q: 3 clusters Score -21394.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -21404.521484 Penalty: 607.843506 Iteration 9Q: 3 clusters Score -21404.52 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -21414.933594 Penalty: 607.843506 Iteration 10Q: 3 clusters Score -21414.93 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -21426.335938 Penalty: 607.843506 Iteration 11Q: 3 clusters Score -21426.34 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -21437.890625 Penalty: 607.843506 Iteration 12Q: 3 clusters Score -21437.89 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -21448.638672 Penalty: 607.843506 Iteration 13Q: 3 clusters Score -21448.64 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -21457.761719 Penalty: 607.843506 Iteration 14Q: 3 clusters Score -21457.76 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -21470.070312 Penalty: 607.843506 Iteration 15Q: 3 clusters Score -21470.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -21480.507812 Penalty: 607.843506 Iteration 16Q: 3 clusters Score -21480.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -21491.019531 Penalty: 607.843506 Iteration 17Q: 3 clusters Score -21491.02 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -21498.937500 Penalty: 607.843506 Iteration 18Q: 3 clusters Score -21498.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -21507.734375 Penalty: 607.843506 Iteration 19Q: 3 clusters Score -21507.73 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -21521.548828 Penalty: 607.843506 Iteration 20F: 3 clusters Score -21521.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -21529.837891 Penalty: 607.843506 Iteration 21Q: 3 clusters Score -21529.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -21533.898438 Penalty: 607.843506 Iteration 22Q: 3 clusters Score -21533.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -21536.474609 Penalty: 607.843506 Iteration 23Q: 3 clusters Score -21536.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -21537.294922 Penalty: 607.843506 Iteration 24Q: 3 clusters Score -21537.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -21537.718750 Penalty: 607.843506 Iteration 25Q: 3 clusters Score -21537.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -21537.718750 Penalty: 607.843506 Iteration 26F: 3 clusters Score -21537.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2092 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Entering Unmasked Estep Score: -57361.710938 Penalty: 347.887360 Iteration 0F: 2 clusters Score -57361.71 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -55893.542969 Penalty: 695.774719 Iteration 0F: 3 clusters Score -55893.54 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -56391.085938 Penalty: 695.774719 Iteration 1F: 3 clusters Score -56391.09 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -56460.171875 Penalty: 695.774719 Iteration 2F: 3 clusters Score -56460.17 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -56516.738281 Penalty: 695.774719 Iteration 3Q: 3 clusters Score -56516.74 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -56566.687500 Penalty: 695.774719 Iteration 4Q: 3 clusters Score -56566.69 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -56619.398438 Penalty: 695.774719 Iteration 5Q: 3 clusters Score -56619.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -56673.152344 Penalty: 695.774719 Iteration 6Q: 3 clusters Score -56673.15 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -56721.347656 Penalty: 695.774719 Iteration 7Q: 3 clusters Score -56721.35 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -56761.554688 Penalty: 695.774719 Iteration 8Q: 3 clusters Score -56761.55 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -56786.410156 Penalty: 695.774719 Iteration 9Q: 3 clusters Score -56786.41 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -56801.699219 Penalty: 695.774719 Iteration 10Q: 3 clusters Score -56801.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -56813.113281 Penalty: 695.774719 Iteration 11Q: 3 clusters Score -56813.11 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -56826.476562 Penalty: 695.774719 Iteration 12Q: 3 clusters Score -56826.48 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -56834.789062 Penalty: 695.774719 Iteration 13Q: 3 clusters Score -56834.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -56840.035156 Penalty: 695.774719 Iteration 14Q: 3 clusters Score -56840.04 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -56846.691406 Penalty: 695.774719 Iteration 15Q: 3 clusters Score -56846.69 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -56856.437500 Penalty: 695.774719 Iteration 16Q: 3 clusters Score -56856.44 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -56862.675781 Penalty: 695.774719 Iteration 17Q: 3 clusters Score -56862.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -56869.445312 Penalty: 695.774719 Iteration 18Q: 3 clusters Score -56869.45 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -56874.730469 Penalty: 695.774719 Iteration 19Q: 3 clusters Score -56874.73 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -56878.898438 Penalty: 695.774719 Iteration 20F: 3 clusters Score -56878.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -56881.808594 Penalty: 695.774719 Iteration 21Q: 3 clusters Score -56881.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -56885.136719 Penalty: 695.774719 Iteration 22Q: 3 clusters Score -56885.14 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -56888.902344 Penalty: 695.774719 Iteration 23Q: 3 clusters Score -56888.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -56892.769531 Penalty: 695.774719 Iteration 24Q: 3 clusters Score -56892.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -56899.042969 Penalty: 695.774719 Iteration 25Q: 3 clusters Score -56899.04 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -56903.226562 Penalty: 695.774719 Iteration 26Q: 3 clusters Score -56903.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -56905.644531 Penalty: 695.774719 Iteration 27Q: 3 clusters Score -56905.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -56907.410156 Penalty: 695.774719 Iteration 28Q: 3 clusters Score -56907.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -56908.562500 Penalty: 695.774719 Iteration 29Q: 3 clusters Score -56908.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -56909.996094 Penalty: 695.774719 Iteration 30Q: 3 clusters Score -56910 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -56913.261719 Penalty: 695.774719 Iteration 31Q: 3 clusters Score -56913.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -56918.261719 Penalty: 695.774719 Iteration 32Q: 3 clusters Score -56918.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -56921.250000 Penalty: 695.774719 Iteration 33Q: 3 clusters Score -56921.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -56924.679688 Penalty: 695.774719 Iteration 34Q: 3 clusters Score -56924.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -56928.562500 Penalty: 695.774719 Iteration 35Q: 3 clusters Score -56928.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -56929.972656 Penalty: 695.774719 Iteration 36Q: 3 clusters Score -56929.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -56931.273438 Penalty: 695.774719 Iteration 37Q: 3 clusters Score -56931.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -56932.078125 Penalty: 695.774719 Iteration 38Q: 3 clusters Score -56932.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -56932.539062 Penalty: 695.774719 Iteration 39Q: 3 clusters Score -56932.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -56932.808594 Penalty: 695.774719 Iteration 40F: 3 clusters Score -56932.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -56933.257812 Penalty: 695.774719 Iteration 41Q: 3 clusters Score -56933.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -56933.542969 Penalty: 695.774719 Iteration 42Q: 3 clusters Score -56933.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -56934.085938 Penalty: 695.774719 Iteration 43Q: 3 clusters Score -56934.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -56934.480469 Penalty: 695.774719 Iteration 44Q: 3 clusters Score -56934.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -56934.953125 Penalty: 695.774719 Iteration 45Q: 3 clusters Score -56934.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -56935.031250 Penalty: 695.774719 Iteration 46Q: 3 clusters Score -56935.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -56935.105469 Penalty: 695.774719 Iteration 47Q: 3 clusters Score -56935.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -56935.105469 Penalty: 695.774719 Iteration 48F: 3 clusters Score -56935.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Entering Unmasked Estep Score: -59223.984375 Penalty: 345.818298 Iteration 0F: 2 clusters Score -59223.98 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -57794.015625 Penalty: 691.636597 Iteration 0F: 3 clusters Score -57794.02 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -58302.171875 Penalty: 691.636597 Iteration 1F: 3 clusters Score -58302.17 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -58381.308594 Penalty: 691.636597 Iteration 2F: 3 clusters Score -58381.31 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -58435.441406 Penalty: 691.636597 Iteration 3F: 3 clusters Score -58435.44 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -58469.835938 Penalty: 691.636597 Iteration 4Q: 3 clusters Score -58469.84 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -58513.492188 Penalty: 691.636597 Iteration 5Q: 3 clusters Score -58513.49 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -58551.820312 Penalty: 691.636597 Iteration 6Q: 3 clusters Score -58551.82 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -58595.785156 Penalty: 691.636597 Iteration 7Q: 3 clusters Score -58595.79 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -58648.843750 Penalty: 691.636597 Iteration 8Q: 3 clusters Score -58648.84 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -58700.828125 Penalty: 691.636597 Iteration 9Q: 3 clusters Score -58700.83 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -58757.203125 Penalty: 691.636597 Iteration 10Q: 3 clusters Score -58757.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -58820.546875 Penalty: 691.636597 Iteration 11Q: 3 clusters Score -58820.55 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -58900.515625 Penalty: 691.636597 Iteration 12Q: 3 clusters Score -58900.52 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -58967.500000 Penalty: 691.636597 Iteration 13Q: 3 clusters Score -58967.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -59030.156250 Penalty: 691.636597 Iteration 14Q: 3 clusters Score -59030.16 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -59083.234375 Penalty: 691.636597 Iteration 15Q: 3 clusters Score -59083.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -59114.304688 Penalty: 691.636597 Iteration 16Q: 3 clusters Score -59114.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -59140.437500 Penalty: 691.636597 Iteration 17Q: 3 clusters Score -59140.44 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -59153.488281 Penalty: 691.636597 Iteration 18Q: 3 clusters Score -59153.49 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -59175.765625 Penalty: 691.636597 Iteration 19Q: 3 clusters Score -59175.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -59183.031250 Penalty: 691.636597 Iteration 20F: 3 clusters Score -59183.03 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -59189.484375 Penalty: 691.636597 Iteration 21Q: 3 clusters Score -59189.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -59191.066406 Penalty: 691.636597 Iteration 22Q: 3 clusters Score -59191.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -59192.976562 Penalty: 691.636597 Iteration 23Q: 3 clusters Score -59192.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -59196.046875 Penalty: 691.636597 Iteration 24Q: 3 clusters Score -59196.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -59197.800781 Penalty: 691.636597 Iteration 25Q: 3 clusters Score -59197.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -59198.968750 Penalty: 691.636597 Iteration 26Q: 3 clusters Score -59198.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -59198.968750 Penalty: 691.636597 Iteration 27F: 3 clusters Score -59198.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 159 members Mstep: Class 3 contains 2290 members Mstep: Class 4 contains 14206 members Mstep: Class 5 contains 7659 members Mstep: Class 6 contains 14897 members Mstep: Class 7 contains 1278 members Mstep: Class 8 contains 13944 members Mstep: Class 9 contains 5968 members Mstep: Class 10 contains 945 members Mstep: Class 11 contains 10498 members Mstep: Class 12 contains 1875 members Mstep: Class 13 contains 1660 members Mstep: Class 14 contains 7196 members Mstep: Class 15 contains 4638 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2492 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2594 members Mstep: Class 20 contains 222719 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2092 members Mstep: Class 23 contains 1999 members Entering Unmasked Estep ConsiderDeletion Score: -9331623.000000 Penalty: 16235.008789 Iteration 79Q: 29 clusters Score -9331623 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 193 members Mstep: Class 3 contains 2292 members Mstep: Class 4 contains 14236 members Mstep: Class 5 contains 7721 members Mstep: Class 6 contains 15557 members Mstep: Class 7 contains 1275 members Mstep: Class 8 contains 13964 members Mstep: Class 9 contains 6033 members Mstep: Class 10 contains 942 members Mstep: Class 11 contains 9769 members Mstep: Class 12 contains 1872 members Mstep: Class 13 contains 1728 members Mstep: Class 14 contains 7201 members Mstep: Class 15 contains 4632 members Mstep: Class 16 contains 893 members Mstep: Class 17 contains 2520 members Mstep: Class 18 contains 3466 members Mstep: Class 19 contains 2593 members Mstep: Class 20 contains 222674 members Mstep: Class 21 contains 796 members Mstep: Class 22 contains 2011 members Mstep: Class 23 contains 2002 members Mstep: Class 24 contains 560 members Mstep: Class 25 contains 632 members Mstep: Class 26 contains 1615 members Mstep: Class 27 contains 10393 members Mstep: Class 28 contains 4004 members Entering Unmasked Estep ConsiderDeletion Score: -9333332.000000 Penalty: 16235.008789 Iteration 80F: 29 clusters Score -9333332 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 205 members Mstep: Class 3 contains 2293 members Mstep: Class 4 contains 14219 members Mstep: Class 5 contains 7680 members Mstep: Class 6 contains 16283 members Mstep: Class 7 contains 1268 members Mstep: Class 8 contains 13876 members Mstep: Class 9 contains 6076 members Mstep: Class 10 contains 931 members Mstep: Class 11 contains 9174 members Mstep: Class 12 contains 1868 members Mstep: Class 13 contains 1725 members Mstep: Class 14 contains 7196 members Mstep: Class 15 contains 4618 members Mstep: Class 16 contains 893 members Mstep: Class 17 contains 2520 members Mstep: Class 18 contains 3462 members Mstep: Class 19 contains 2576 members Mstep: Class 20 contains 222662 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1963 members Mstep: Class 23 contains 2000 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 725 members Mstep: Class 26 contains 1619 members Mstep: Class 27 contains 10637 members Mstep: Class 28 contains 3697 members Entering Unmasked Estep ConsiderDeletion Score: -9334181.000000 Penalty: 16235.008789 Iteration 81Q: 29 clusters Score -9334181 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 207 members Mstep: Class 3 contains 2291 members Mstep: Class 4 contains 14194 members Mstep: Class 5 contains 7626 members Mstep: Class 6 contains 16927 members Mstep: Class 7 contains 1253 members Mstep: Class 8 contains 13768 members Mstep: Class 9 contains 6107 members Mstep: Class 10 contains 921 members Mstep: Class 11 contains 8693 members Mstep: Class 12 contains 1862 members Mstep: Class 13 contains 1731 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4608 members Mstep: Class 16 contains 894 members Mstep: Class 17 contains 2526 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2570 members Mstep: Class 20 contains 222664 members Mstep: Class 21 contains 794 members Mstep: Class 22 contains 1934 members Mstep: Class 23 contains 2005 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 827 members Mstep: Class 26 contains 1618 members Mstep: Class 27 contains 10816 members Mstep: Class 28 contains 3450 members Entering Unmasked Estep ConsiderDeletion Score: -9334686.000000 Penalty: 16235.008789 Iteration 82Q: 29 clusters Score -9334686 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 208 members Mstep: Class 3 contains 2286 members Mstep: Class 4 contains 14167 members Mstep: Class 5 contains 7569 members Mstep: Class 6 contains 17454 members Mstep: Class 7 contains 1248 members Mstep: Class 8 contains 13673 members Mstep: Class 9 contains 6139 members Mstep: Class 10 contains 915 members Mstep: Class 11 contains 8333 members Mstep: Class 12 contains 1862 members Mstep: Class 13 contains 1734 members Mstep: Class 14 contains 7179 members Mstep: Class 15 contains 4599 members Mstep: Class 16 contains 896 members Mstep: Class 17 contains 2527 members Mstep: Class 18 contains 3465 members Mstep: Class 19 contains 2562 members Mstep: Class 20 contains 222654 members Mstep: Class 21 contains 795 members Mstep: Class 22 contains 1908 members Mstep: Class 23 contains 2009 members Mstep: Class 24 contains 576 members Mstep: Class 25 contains 917 members Mstep: Class 26 contains 1612 members Mstep: Class 27 contains 10971 members Mstep: Class 28 contains 3235 members Entering Unmasked Estep ConsiderDeletion Score: -9334965.000000 Penalty: 16235.008789 Iteration 83Q: 29 clusters Score -9334965 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 205 members Mstep: Class 3 contains 2282 members Mstep: Class 4 contains 14150 members Mstep: Class 5 contains 7518 members Mstep: Class 6 contains 17918 members Mstep: Class 7 contains 1245 members Mstep: Class 8 contains 13567 members Mstep: Class 9 contains 6162 members Mstep: Class 10 contains 911 members Mstep: Class 11 contains 8040 members Mstep: Class 12 contains 1857 members Mstep: Class 13 contains 1743 members Mstep: Class 14 contains 7176 members Mstep: Class 15 contains 4585 members Mstep: Class 16 contains 896 members Mstep: Class 17 contains 2521 members Mstep: Class 18 contains 3463 members Mstep: Class 19 contains 2558 members Mstep: Class 20 contains 222655 members Mstep: Class 21 contains 797 members Mstep: Class 22 contains 1891 members Mstep: Class 23 contains 2014 members Mstep: Class 24 contains 576 members Mstep: Class 25 contains 993 members Mstep: Class 26 contains 1608 members Mstep: Class 27 contains 11088 members Mstep: Class 28 contains 3067 members Entering Unmasked Estep ConsiderDeletion Score: -9335169.000000 Penalty: 16235.008789 Iteration 84Q: 29 clusters Score -9335169 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 202 members Mstep: Class 3 contains 2280 members Mstep: Class 4 contains 14129 members Mstep: Class 5 contains 7482 members Mstep: Class 6 contains 18290 members Mstep: Class 7 contains 1248 members Mstep: Class 8 contains 13473 members Mstep: Class 9 contains 6184 members Mstep: Class 10 contains 908 members Mstep: Class 11 contains 7808 members Mstep: Class 12 contains 1854 members Mstep: Class 13 contains 1747 members Mstep: Class 14 contains 7173 members Mstep: Class 15 contains 4581 members Mstep: Class 16 contains 896 members Mstep: Class 17 contains 2518 members Mstep: Class 18 contains 3461 members Mstep: Class 19 contains 2557 members Mstep: Class 20 contains 222654 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 1872 members Mstep: Class 23 contains 2017 members Mstep: Class 24 contains 577 members Mstep: Class 25 contains 1057 members Mstep: Class 26 contains 1605 members Mstep: Class 27 contains 11179 members Mstep: Class 28 contains 2931 members Entering Unmasked Estep ConsiderDeletion Score: -9335314.000000 Penalty: 16235.008789 Iteration 85Q: 29 clusters Score -9335314 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 199 members Mstep: Class 3 contains 2278 members Mstep: Class 4 contains 14120 members Mstep: Class 5 contains 7440 members Mstep: Class 6 contains 18657 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 13375 members Mstep: Class 9 contains 6200 members Mstep: Class 10 contains 903 members Mstep: Class 11 contains 7581 members Mstep: Class 12 contains 1854 members Mstep: Class 13 contains 1757 members Mstep: Class 14 contains 7176 members Mstep: Class 15 contains 4575 members Mstep: Class 16 contains 896 members Mstep: Class 17 contains 2515 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2557 members Mstep: Class 20 contains 222657 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 1854 members Mstep: Class 23 contains 2023 members Mstep: Class 24 contains 576 members Mstep: Class 25 contains 1101 members Mstep: Class 26 contains 1608 members Mstep: Class 27 contains 11256 members Mstep: Class 28 contains 2813 members Entering Unmasked Estep ConsiderDeletion Score: -9335465.000000 Penalty: 16235.008789 Iteration 86Q: 29 clusters Score -9335465 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 199 members Mstep: Class 3 contains 2274 members Mstep: Class 4 contains 14106 members Mstep: Class 5 contains 7403 members Mstep: Class 6 contains 18979 members Mstep: Class 7 contains 1245 members Mstep: Class 8 contains 13296 members Mstep: Class 9 contains 6218 members Mstep: Class 10 contains 897 members Mstep: Class 11 contains 7387 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1763 members Mstep: Class 14 contains 7180 members Mstep: Class 15 contains 4570 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2556 members Mstep: Class 20 contains 222654 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 1838 members Mstep: Class 23 contains 2031 members Mstep: Class 24 contains 576 members Mstep: Class 25 contains 1144 members Mstep: Class 26 contains 1607 members Mstep: Class 27 contains 11311 members Mstep: Class 28 contains 2724 members Entering Unmasked Estep ConsiderDeletion Score: -9335558.000000 Penalty: 16235.008789 Iteration 87Q: 29 clusters Score -9335558 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 198 members Mstep: Class 3 contains 2272 members Mstep: Class 4 contains 14095 members Mstep: Class 5 contains 7360 members Mstep: Class 6 contains 19252 members Mstep: Class 7 contains 1244 members Mstep: Class 8 contains 13243 members Mstep: Class 9 contains 6243 members Mstep: Class 10 contains 890 members Mstep: Class 11 contains 7218 members Mstep: Class 12 contains 1852 members Mstep: Class 13 contains 1779 members Mstep: Class 14 contains 7181 members Mstep: Class 15 contains 4567 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2512 members Mstep: Class 18 contains 3454 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 1818 members Mstep: Class 23 contains 2041 members Mstep: Class 24 contains 576 members Mstep: Class 25 contains 1171 members Mstep: Class 26 contains 1604 members Mstep: Class 27 contains 11364 members Mstep: Class 28 contains 2642 members Entering Unmasked Estep ConsiderDeletion Score: -9335645.000000 Penalty: 16235.008789 Iteration 88Q: 29 clusters Score -9335645 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2272 members Mstep: Class 4 contains 14093 members Mstep: Class 5 contains 7318 members Mstep: Class 6 contains 19464 members Mstep: Class 7 contains 1242 members Mstep: Class 8 contains 13200 members Mstep: Class 9 contains 6265 members Mstep: Class 10 contains 883 members Mstep: Class 11 contains 7081 members Mstep: Class 12 contains 1852 members Mstep: Class 13 contains 1797 members Mstep: Class 14 contains 7180 members Mstep: Class 15 contains 4567 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2511 members Mstep: Class 18 contains 3454 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 1804 members Mstep: Class 23 contains 2054 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 1186 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 11407 members Mstep: Class 28 contains 2575 members Entering Unmasked Estep ConsiderDeletion Score: -9335694.000000 Penalty: 16235.008789 Iteration 89Q: 29 clusters Score -9335694 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 198 members Mstep: Class 3 contains 2275 members Mstep: Class 4 contains 14091 members Mstep: Class 5 contains 7270 members Mstep: Class 6 contains 19660 members Mstep: Class 7 contains 1244 members Mstep: Class 8 contains 13150 members Mstep: Class 9 contains 6294 members Mstep: Class 10 contains 880 members Mstep: Class 11 contains 6966 members Mstep: Class 12 contains 1852 members Mstep: Class 13 contains 1818 members Mstep: Class 14 contains 7181 members Mstep: Class 15 contains 4567 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2509 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2552 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 799 members Mstep: Class 22 contains 1779 members Mstep: Class 23 contains 2066 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1192 members Mstep: Class 26 contains 1598 members Mstep: Class 27 contains 11461 members Mstep: Class 28 contains 2495 members Entering Unmasked Estep ConsiderDeletion Score: -9335758.000000 Penalty: 16235.008789 Iteration 90Q: 29 clusters Score -9335758 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 197 members Mstep: Class 3 contains 2274 members Mstep: Class 4 contains 14091 members Mstep: Class 5 contains 7234 members Mstep: Class 6 contains 19825 members Mstep: Class 7 contains 1242 members Mstep: Class 8 contains 13109 members Mstep: Class 9 contains 6317 members Mstep: Class 10 contains 872 members Mstep: Class 11 contains 6869 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1842 members Mstep: Class 14 contains 7182 members Mstep: Class 15 contains 4568 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2509 members Mstep: Class 18 contains 3456 members Mstep: Class 19 contains 2552 members Mstep: Class 20 contains 222647 members Mstep: Class 21 contains 800 members Mstep: Class 22 contains 1758 members Mstep: Class 23 contains 2078 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1198 members Mstep: Class 26 contains 1599 members Mstep: Class 27 contains 11499 members Mstep: Class 28 contains 2429 members Entering Unmasked Estep ConsiderDeletion Score: -9335756.000000 Penalty: 16235.008789 Iteration 91Q: 29 clusters Score -9335756 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2273 members Mstep: Class 4 contains 14092 members Mstep: Class 5 contains 7192 members Mstep: Class 6 contains 19962 members Mstep: Class 7 contains 1239 members Mstep: Class 8 contains 13077 members Mstep: Class 9 contains 6331 members Mstep: Class 10 contains 862 members Mstep: Class 11 contains 6788 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1857 members Mstep: Class 14 contains 7183 members Mstep: Class 15 contains 4569 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2511 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2552 members Mstep: Class 20 contains 222646 members Mstep: Class 21 contains 802 members Mstep: Class 22 contains 1750 members Mstep: Class 23 contains 2091 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1204 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11529 members Mstep: Class 28 contains 2380 members Entering Unmasked Estep ConsiderDeletion Score: -9335749.000000 Penalty: 16235.008789 Iteration 92Q: 29 clusters Score -9335749 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 197 members Mstep: Class 3 contains 2273 members Mstep: Class 4 contains 14092 members Mstep: Class 5 contains 7161 members Mstep: Class 6 contains 20090 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 13045 members Mstep: Class 9 contains 6338 members Mstep: Class 10 contains 861 members Mstep: Class 11 contains 6709 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1879 members Mstep: Class 14 contains 7187 members Mstep: Class 15 contains 4569 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2513 members Mstep: Class 18 contains 3456 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222646 members Mstep: Class 21 contains 803 members Mstep: Class 22 contains 1742 members Mstep: Class 23 contains 2099 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1209 members Mstep: Class 26 contains 1602 members Mstep: Class 27 contains 11555 members Mstep: Class 28 contains 2329 members Entering Unmasked Estep ConsiderDeletion Score: -9335774.000000 Penalty: 16235.008789 Iteration 93Q: 29 clusters Score -9335774 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2272 members Mstep: Class 4 contains 14095 members Mstep: Class 5 contains 7139 members Mstep: Class 6 contains 20176 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 13020 members Mstep: Class 9 contains 6351 members Mstep: Class 10 contains 860 members Mstep: Class 11 contains 6657 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1902 members Mstep: Class 14 contains 7188 members Mstep: Class 15 contains 4570 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2516 members Mstep: Class 18 contains 3456 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222644 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1731 members Mstep: Class 23 contains 2102 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1214 members Mstep: Class 26 contains 1602 members Mstep: Class 27 contains 11579 members Mstep: Class 28 contains 2282 members Entering Unmasked Estep ConsiderDeletion Score: -9335808.000000 Penalty: 16235.008789 Iteration 94Q: 29 clusters Score -9335808 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2272 members Mstep: Class 4 contains 14097 members Mstep: Class 5 contains 7125 members Mstep: Class 6 contains 20251 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 12998 members Mstep: Class 9 contains 6356 members Mstep: Class 10 contains 856 members Mstep: Class 11 contains 6615 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1922 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4569 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2517 members Mstep: Class 18 contains 3456 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222644 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1727 members Mstep: Class 23 contains 2103 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1215 members Mstep: Class 26 contains 1602 members Mstep: Class 27 contains 11600 members Mstep: Class 28 contains 2241 members Entering Unmasked Estep ConsiderDeletion Score: -9335843.000000 Penalty: 16235.008789 Iteration 95Q: 29 clusters Score -9335843 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2272 members Mstep: Class 4 contains 14101 members Mstep: Class 5 contains 7105 members Mstep: Class 6 contains 20301 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 12987 members Mstep: Class 9 contains 6358 members Mstep: Class 10 contains 851 members Mstep: Class 11 contains 6583 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1936 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4568 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2519 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222644 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1728 members Mstep: Class 23 contains 2109 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1216 members Mstep: Class 26 contains 1603 members Mstep: Class 27 contains 11612 members Mstep: Class 28 contains 2214 members Entering Unmasked Estep ConsiderDeletion Score: -9335844.000000 Penalty: 16235.008789 Iteration 96Q: 29 clusters Score -9335844 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2272 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7088 members Mstep: Class 6 contains 20347 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 12976 members Mstep: Class 9 contains 6363 members Mstep: Class 10 contains 845 members Mstep: Class 11 contains 6553 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1948 members Mstep: Class 14 contains 7188 members Mstep: Class 15 contains 4568 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2523 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222646 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1730 members Mstep: Class 23 contains 2114 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1215 members Mstep: Class 26 contains 1602 members Mstep: Class 27 contains 11615 members Mstep: Class 28 contains 2199 members Entering Unmasked Estep ConsiderDeletion Score: -9335840.000000 Penalty: 16235.008789 Iteration 97Q: 29 clusters Score -9335840 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2271 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 7075 members Mstep: Class 6 contains 20380 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12971 members Mstep: Class 9 contains 6367 members Mstep: Class 10 contains 841 members Mstep: Class 11 contains 6531 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1960 members Mstep: Class 14 contains 7188 members Mstep: Class 15 contains 4569 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2525 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222647 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1730 members Mstep: Class 23 contains 2117 members Mstep: Class 24 contains 570 members Mstep: Class 25 contains 1214 members Mstep: Class 26 contains 1602 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2188 members Entering Unmasked Estep ConsiderDeletion Score: -9335866.000000 Penalty: 16235.008789 Iteration 98Q: 29 clusters Score -9335866 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2269 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 7069 members Mstep: Class 6 contains 20413 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12965 members Mstep: Class 9 contains 6371 members Mstep: Class 10 contains 839 members Mstep: Class 11 contains 6508 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1966 members Mstep: Class 14 contains 7188 members Mstep: Class 15 contains 4570 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2527 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222647 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1728 members Mstep: Class 23 contains 2119 members Mstep: Class 24 contains 570 members Mstep: Class 25 contains 1213 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 11613 members Mstep: Class 28 contains 2183 members Entering Unmasked Estep ConsiderDeletion Score: -9335869.000000 Penalty: 16235.008789 Iteration 99Q: 29 clusters Score -9335869 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2269 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7063 members Mstep: Class 6 contains 20440 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6376 members Mstep: Class 10 contains 838 members Mstep: Class 11 contains 6485 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1969 members Mstep: Class 14 contains 7190 members Mstep: Class 15 contains 4570 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2532 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222647 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1725 members Mstep: Class 23 contains 2121 members Mstep: Class 24 contains 570 members Mstep: Class 25 contains 1214 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 11612 members Mstep: Class 28 contains 2181 members Entering Unmasked Estep ConsiderDeletion Score: -9335875.000000 Penalty: 16235.008789 Iteration 100F: 29 clusters Score -9335875 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2269 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 7056 members Mstep: Class 6 contains 20472 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12950 members Mstep: Class 9 contains 6382 members Mstep: Class 10 contains 835 members Mstep: Class 11 contains 6459 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1970 members Mstep: Class 14 contains 7190 members Mstep: Class 15 contains 4571 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2533 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222647 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1724 members Mstep: Class 23 contains 2124 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1214 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 11613 members Mstep: Class 28 contains 2180 members Entering Unmasked Estep ConsiderDeletion Score: -9335905.000000 Penalty: 16235.008789 Iteration 101Q: 29 clusters Score -9335905 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7045 members Mstep: Class 6 contains 20503 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6385 members Mstep: Class 10 contains 835 members Mstep: Class 11 contains 6434 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1972 members Mstep: Class 14 contains 7190 members Mstep: Class 15 contains 4571 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2533 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222646 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1725 members Mstep: Class 23 contains 2127 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1211 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 11615 members Mstep: Class 28 contains 2177 members Entering Unmasked Estep ConsiderDeletion Score: -9335919.000000 Penalty: 16235.008789 Iteration 102Q: 29 clusters Score -9335919 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2265 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7037 members Mstep: Class 6 contains 20538 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6388 members Mstep: Class 10 contains 832 members Mstep: Class 11 contains 6409 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1973 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4570 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2533 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222646 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1727 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1208 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11615 members Mstep: Class 28 contains 2176 members Entering Unmasked Estep ConsiderDeletion Score: -9335931.000000 Penalty: 16235.008789 Iteration 103Q: 29 clusters Score -9335931 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2265 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 7034 members Mstep: Class 6 contains 20567 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6390 members Mstep: Class 10 contains 826 members Mstep: Class 11 contains 6388 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1974 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4571 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2532 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222646 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1731 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1206 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2176 members Entering Unmasked Estep ConsiderDeletion Score: -9335918.000000 Penalty: 16235.008789 Iteration 104Q: 29 clusters Score -9335918 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 7033 members Mstep: Class 6 contains 20589 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12952 members Mstep: Class 9 contains 6392 members Mstep: Class 10 contains 820 members Mstep: Class 11 contains 6369 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4570 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2532 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222647 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1734 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1205 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11613 members Mstep: Class 28 contains 2175 members Entering Unmasked Estep ConsiderDeletion Score: -9335908.000000 Penalty: 16235.008789 Iteration 105Q: 29 clusters Score -9335908 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 7031 members Mstep: Class 6 contains 20606 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12952 members Mstep: Class 9 contains 6393 members Mstep: Class 10 contains 817 members Mstep: Class 11 contains 6352 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4570 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2533 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1738 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1203 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335908.000000 Penalty: 16235.008789 Iteration 106Q: 29 clusters Score -9335908 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7031 members Mstep: Class 6 contains 20617 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6392 members Mstep: Class 10 contains 812 members Mstep: Class 11 contains 6339 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4569 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2534 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1746 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1201 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335898.000000 Penalty: 16235.008789 Iteration 107Q: 29 clusters Score -9335898 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7032 members Mstep: Class 6 contains 20624 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6392 members Mstep: Class 10 contains 804 members Mstep: Class 11 contains 6333 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4569 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2535 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1753 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1198 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335908.000000 Penalty: 16235.008789 Iteration 108Q: 29 clusters Score -9335908 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7032 members Mstep: Class 6 contains 20627 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6394 members Mstep: Class 10 contains 791 members Mstep: Class 11 contains 6331 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4567 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2537 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1764 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335913.000000 Penalty: 16235.008789 Iteration 109Q: 29 clusters Score -9335913 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7032 members Mstep: Class 6 contains 20633 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6398 members Mstep: Class 10 contains 784 members Mstep: Class 11 contains 6324 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7190 members Mstep: Class 15 contains 4565 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2539 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1767 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335906.000000 Penalty: 16235.008789 Iteration 110Q: 29 clusters Score -9335906 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7029 members Mstep: Class 6 contains 20638 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6402 members Mstep: Class 10 contains 781 members Mstep: Class 11 contains 6318 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4562 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2541 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1771 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335912.000000 Penalty: 16235.008789 Iteration 111Q: 29 clusters Score -9335912 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 7030 members Mstep: Class 6 contains 20642 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6407 members Mstep: Class 10 contains 774 members Mstep: Class 11 contains 6312 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1774 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335903.000000 Penalty: 16235.008789 Iteration 112Q: 29 clusters Score -9335903 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 7029 members Mstep: Class 6 contains 20645 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6408 members Mstep: Class 10 contains 763 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1786 members Mstep: Class 23 contains 2129 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335909.000000 Penalty: 16235.008789 Iteration 113Q: 29 clusters Score -9335909 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 7029 members Mstep: Class 6 contains 20646 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6410 members Mstep: Class 10 contains 754 members Mstep: Class 11 contains 6309 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1791 members Mstep: Class 23 contains 2130 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335918.000000 Penalty: 16235.008789 Iteration 114Q: 29 clusters Score -9335918 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 7029 members Mstep: Class 6 contains 20647 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6415 members Mstep: Class 10 contains 743 members Mstep: Class 11 contains 6308 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1796 members Mstep: Class 23 contains 2131 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335918.000000 Penalty: 16235.008789 Iteration 115Q: 29 clusters Score -9335918 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 7027 members Mstep: Class 6 contains 20649 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6417 members Mstep: Class 10 contains 736 members Mstep: Class 11 contains 6305 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222648 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1801 members Mstep: Class 23 contains 2134 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335929.000000 Penalty: 16235.008789 Iteration 116Q: 29 clusters Score -9335929 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 7025 members Mstep: Class 6 contains 20651 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6418 members Mstep: Class 10 contains 729 members Mstep: Class 11 contains 6303 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1804 members Mstep: Class 23 contains 2138 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335922.000000 Penalty: 16235.008789 Iteration 117Q: 29 clusters Score -9335922 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7025 members Mstep: Class 6 contains 20651 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6423 members Mstep: Class 10 contains 723 members Mstep: Class 11 contains 6303 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1801 members Mstep: Class 23 contains 2142 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9335915.000000 Penalty: 16235.008789 Iteration 118Q: 29 clusters Score -9335915 nChanged 11 Entering ConstructFrom: Score: -9335915.000000 Penalty: 16235.008789 Entering ConstructFrom: Trying to split cluster 1 (773 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Entering Unmasked Estep Score: -15771.686523 Penalty: 302.587708 Iteration 0F: 2 clusters Score -15771.69 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -15105.625977 Penalty: 605.175415 Iteration 0F: 3 clusters Score -15105.63 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -15415.994141 Penalty: 605.175415 Iteration 1F: 3 clusters Score -15415.99 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -15557.241211 Penalty: 605.175415 Iteration 2F: 3 clusters Score -15557.24 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -15632.558594 Penalty: 605.175415 Iteration 3F: 3 clusters Score -15632.56 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -15677.592773 Penalty: 605.175415 Iteration 4Q: 3 clusters Score -15677.59 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -15720.869141 Penalty: 605.175415 Iteration 5Q: 3 clusters Score -15720.87 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -15763.299805 Penalty: 605.175415 Iteration 6Q: 3 clusters Score -15763.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -15779.556641 Penalty: 605.175415 Iteration 7Q: 3 clusters Score -15779.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -15786.877930 Penalty: 605.175415 Iteration 8Q: 3 clusters Score -15786.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -15790.269531 Penalty: 605.175415 Iteration 9Q: 3 clusters Score -15790.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -15793.535156 Penalty: 605.175415 Iteration 10Q: 3 clusters Score -15793.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -15794.223633 Penalty: 605.175415 Iteration 11Q: 3 clusters Score -15794.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -15794.336914 Penalty: 605.175415 Iteration 12Q: 3 clusters Score -15794.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -15794.336914 Penalty: 605.175415 Iteration 13F: 3 clusters Score -15794.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7020 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6425 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 6302 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 2149 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Mstep: Class 29 contains 306 members Entering Unmasked Estep Score: -9335672.000000 Penalty: 16814.830078 Splitting cluster 1 changes total score from -9335915.000000 to -9335672.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (194 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Entering Unmasked Estep Score: -4236.821289 Penalty: 239.687546 Iteration 0F: 2 clusters Score -4236.821 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -3955.462158 Penalty: 479.375092 Iteration 0F: 3 clusters Score -3955.462 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4020.920898 Penalty: 479.375092 Iteration 1F: 3 clusters Score -4020.921 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -4045.888672 Penalty: 479.375092 Iteration 2F: 3 clusters Score -4045.889 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4061.374512 Penalty: 479.375092 Iteration 3Q: 3 clusters Score -4061.375 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -4070.327393 Penalty: 479.375092 Iteration 4Q: 3 clusters Score -4070.327 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4072.269287 Penalty: 479.375092 Iteration 5Q: 3 clusters Score -4072.269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -4074.313232 Penalty: 479.375092 Iteration 6Q: 3 clusters Score -4074.313 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4076.173828 Penalty: 479.375092 Iteration 7Q: 3 clusters Score -4076.174 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -4077.086182 Penalty: 479.375092 Iteration 8Q: 3 clusters Score -4077.086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -4077.681641 Penalty: 479.375092 Iteration 9Q: 3 clusters Score -4077.682 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -4079.031494 Penalty: 479.375092 Iteration 10Q: 3 clusters Score -4079.031 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4079.821777 Penalty: 479.375092 Iteration 11Q: 3 clusters Score -4079.822 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -4079.821777 Penalty: 479.375092 Iteration 12F: 3 clusters Score -4079.822 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2266 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Entering Unmasked Estep Score: -74223.851562 Penalty: 351.522614 Iteration 0F: 2 clusters Score -74223.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -72592.695312 Penalty: 703.045227 Iteration 0F: 3 clusters Score -72592.7 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -73132.468750 Penalty: 703.045227 Iteration 1F: 3 clusters Score -73132.47 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -73186.750000 Penalty: 703.045227 Iteration 2F: 3 clusters Score -73186.75 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -73215.132812 Penalty: 703.045227 Iteration 3Q: 3 clusters Score -73215.13 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -73241.093750 Penalty: 703.045227 Iteration 4Q: 3 clusters Score -73241.09 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -73266.320312 Penalty: 703.045227 Iteration 5Q: 3 clusters Score -73266.32 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -73291.945312 Penalty: 703.045227 Iteration 6Q: 3 clusters Score -73291.95 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -73317.140625 Penalty: 703.045227 Iteration 7Q: 3 clusters Score -73317.14 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -73349.906250 Penalty: 703.045227 Iteration 8Q: 3 clusters Score -73349.91 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -73392.718750 Penalty: 703.045227 Iteration 9Q: 3 clusters Score -73392.72 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -73441.367188 Penalty: 703.045227 Iteration 10Q: 3 clusters Score -73441.37 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -73507.343750 Penalty: 703.045227 Iteration 11Q: 3 clusters Score -73507.34 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1828 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -73590.328125 Penalty: 703.045227 Iteration 12Q: 3 clusters Score -73590.33 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -73667.687500 Penalty: 703.045227 Iteration 13Q: 3 clusters Score -73667.69 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -73730.929688 Penalty: 703.045227 Iteration 14Q: 3 clusters Score -73730.93 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -73781.851562 Penalty: 703.045227 Iteration 15Q: 3 clusters Score -73781.85 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -73812.460938 Penalty: 703.045227 Iteration 16Q: 3 clusters Score -73812.46 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -73835.468750 Penalty: 703.045227 Iteration 17Q: 3 clusters Score -73835.47 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -73855.078125 Penalty: 703.045227 Iteration 18Q: 3 clusters Score -73855.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2162 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -73861.500000 Penalty: 703.045227 Iteration 19Q: 3 clusters Score -73861.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -73868.226562 Penalty: 703.045227 Iteration 20F: 3 clusters Score -73868.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -73883.312500 Penalty: 703.045227 Iteration 21Q: 3 clusters Score -73883.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -73889.039062 Penalty: 703.045227 Iteration 22Q: 3 clusters Score -73889.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -73895.460938 Penalty: 703.045227 Iteration 23Q: 3 clusters Score -73895.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -73901.804688 Penalty: 703.045227 Iteration 24Q: 3 clusters Score -73901.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -73902.960938 Penalty: 703.045227 Iteration 25Q: 3 clusters Score -73902.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 65 members Entering Unmasked Estep Score: -73902.960938 Penalty: 703.045227 Iteration 26F: 3 clusters Score -73902.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (14103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Entering Unmasked Estep Score: -422529.781250 Penalty: 434.713501 Iteration 0F: 2 clusters Score -422529.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7018 members Mstep: Class 2 contains 7085 members Entering Unmasked Estep Score: -413209.562500 Penalty: 869.427002 Iteration 0F: 3 clusters Score -413209.6 nChanged 6552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 8119 members Entering Unmasked Estep Score: -417616.687500 Penalty: 869.427002 Iteration 1F: 3 clusters Score -417616.7 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 8662 members Entering Unmasked Estep Score: -418407.187500 Penalty: 869.427002 Iteration 2F: 3 clusters Score -418407.2 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 9251 members Entering Unmasked Estep Score: -419307.656250 Penalty: 869.427002 Iteration 3F: 3 clusters Score -419307.7 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 9815 members Entering Unmasked Estep Score: -420224.218750 Penalty: 869.427002 Iteration 4F: 3 clusters Score -420224.2 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3927 members Mstep: Class 2 contains 10176 members Entering Unmasked Estep Score: -420887.656250 Penalty: 869.427002 Iteration 5F: 3 clusters Score -420887.7 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 10337 members Entering Unmasked Estep Score: -421244.281250 Penalty: 869.427002 Iteration 6Q: 3 clusters Score -421244.3 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 10424 members Entering Unmasked Estep Score: -421430.218750 Penalty: 869.427002 Iteration 7Q: 3 clusters Score -421430.2 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3652 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -421512.312500 Penalty: 869.427002 Iteration 8Q: 3 clusters Score -421512.3 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -421557.531250 Penalty: 869.427002 Iteration 9Q: 3 clusters Score -421557.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -421576.437500 Penalty: 869.427002 Iteration 10Q: 3 clusters Score -421576.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3636 members Mstep: Class 2 contains 10467 members Entering Unmasked Estep Score: -421594.500000 Penalty: 869.427002 Iteration 11Q: 3 clusters Score -421594.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 10458 members Entering Unmasked Estep Score: -421611.718750 Penalty: 869.427002 Iteration 12Q: 3 clusters Score -421611.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3657 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -421627.843750 Penalty: 869.427002 Iteration 13Q: 3 clusters Score -421627.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 10423 members Entering Unmasked Estep Score: -421639.750000 Penalty: 869.427002 Iteration 14Q: 3 clusters Score -421639.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 10404 members Entering Unmasked Estep Score: -421649.500000 Penalty: 869.427002 Iteration 15Q: 3 clusters Score -421649.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3720 members Mstep: Class 2 contains 10383 members Entering Unmasked Estep Score: -421656.468750 Penalty: 869.427002 Iteration 16Q: 3 clusters Score -421656.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3739 members Mstep: Class 2 contains 10364 members Entering Unmasked Estep Score: -421663.062500 Penalty: 869.427002 Iteration 17Q: 3 clusters Score -421663.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 10358 members Entering Unmasked Estep Score: -421669.343750 Penalty: 869.427002 Iteration 18Q: 3 clusters Score -421669.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 10339 members Entering Unmasked Estep Score: -421672.531250 Penalty: 869.427002 Iteration 19Q: 3 clusters Score -421672.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 10327 members Entering Unmasked Estep Score: -421677.781250 Penalty: 869.427002 Iteration 20F: 3 clusters Score -421677.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -421682.468750 Penalty: 869.427002 Iteration 21Q: 3 clusters Score -421682.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 10301 members Entering Unmasked Estep Score: -421683.468750 Penalty: 869.427002 Iteration 22Q: 3 clusters Score -421683.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -421685.343750 Penalty: 869.427002 Iteration 23Q: 3 clusters Score -421685.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -421688.531250 Penalty: 869.427002 Iteration 24Q: 3 clusters Score -421688.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 10278 members Entering Unmasked Estep Score: -421691.812500 Penalty: 869.427002 Iteration 25Q: 3 clusters Score -421691.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3822 members Mstep: Class 2 contains 10281 members Entering Unmasked Estep Score: -421695.093750 Penalty: 869.427002 Iteration 26Q: 3 clusters Score -421695.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 10283 members Entering Unmasked Estep Score: -421696.031250 Penalty: 869.427002 Iteration 27Q: 3 clusters Score -421696 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -421698.281250 Penalty: 869.427002 Iteration 28Q: 3 clusters Score -421698.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -421700.718750 Penalty: 869.427002 Iteration 29Q: 3 clusters Score -421700.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 10279 members Entering Unmasked Estep Score: -421702.031250 Penalty: 869.427002 Iteration 30Q: 3 clusters Score -421702 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 10270 members Entering Unmasked Estep Score: -421702.812500 Penalty: 869.427002 Iteration 31Q: 3 clusters Score -421702.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3839 members Mstep: Class 2 contains 10264 members Entering Unmasked Estep Score: -421701.968750 Penalty: 869.427002 Iteration 32Q: 3 clusters Score -421702 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -421702.281250 Penalty: 869.427002 Iteration 33Q: 3 clusters Score -421702.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 10254 members Entering Unmasked Estep Score: -421702.812500 Penalty: 869.427002 Iteration 34Q: 3 clusters Score -421702.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 10246 members Entering Unmasked Estep Score: -421704.500000 Penalty: 869.427002 Iteration 35Q: 3 clusters Score -421704.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 10238 members Entering Unmasked Estep Score: -421704.781250 Penalty: 869.427002 Iteration 36Q: 3 clusters Score -421704.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 10231 members Entering Unmasked Estep Score: -421704.531250 Penalty: 869.427002 Iteration 37Q: 3 clusters Score -421704.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 10222 members Entering Unmasked Estep Score: -421705.406250 Penalty: 869.427002 Iteration 38Q: 3 clusters Score -421705.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -421705.875000 Penalty: 869.427002 Iteration 39Q: 3 clusters Score -421705.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 10202 members Entering Unmasked Estep Score: -421705.343750 Penalty: 869.427002 Iteration 40F: 3 clusters Score -421705.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -421705.875000 Penalty: 869.427002 Iteration 41Q: 3 clusters Score -421705.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 10185 members Entering Unmasked Estep Score: -421705.250000 Penalty: 869.427002 Iteration 42Q: 3 clusters Score -421705.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 10180 members Entering Unmasked Estep Score: -421706.062500 Penalty: 869.427002 Iteration 43Q: 3 clusters Score -421706.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3929 members Mstep: Class 2 contains 10174 members Entering Unmasked Estep Score: -421706.062500 Penalty: 869.427002 Iteration 44Q: 3 clusters Score -421706.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 10172 members Entering Unmasked Estep Score: -421706.781250 Penalty: 869.427002 Iteration 45Q: 3 clusters Score -421706.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3933 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -421706.968750 Penalty: 869.427002 Iteration 46Q: 3 clusters Score -421707 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -421707.406250 Penalty: 869.427002 Iteration 47Q: 3 clusters Score -421707.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 10158 members Entering Unmasked Estep Score: -421707.937500 Penalty: 869.427002 Iteration 48Q: 3 clusters Score -421707.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -421707.812500 Penalty: 869.427002 Iteration 49Q: 3 clusters Score -421707.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -421710.187500 Penalty: 869.427002 Iteration 50Q: 3 clusters Score -421710.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3967 members Mstep: Class 2 contains 10136 members Entering Unmasked Estep Score: -421710.093750 Penalty: 869.427002 Iteration 51Q: 3 clusters Score -421710.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 10123 members Entering Unmasked Estep Score: -421710.687500 Penalty: 869.427002 Iteration 52Q: 3 clusters Score -421710.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -421713.562500 Penalty: 869.427002 Iteration 53Q: 3 clusters Score -421713.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -421714.406250 Penalty: 869.427002 Iteration 54Q: 3 clusters Score -421714.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 10072 members Entering Unmasked Estep Score: -421716.093750 Penalty: 869.427002 Iteration 55Q: 3 clusters Score -421716.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 10047 members Entering Unmasked Estep Score: -421719.437500 Penalty: 869.427002 Iteration 56Q: 3 clusters Score -421719.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4088 members Mstep: Class 2 contains 10015 members Entering Unmasked Estep Score: -421722.218750 Penalty: 869.427002 Iteration 57Q: 3 clusters Score -421722.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 9978 members Entering Unmasked Estep Score: -421729.031250 Penalty: 869.427002 Iteration 58Q: 3 clusters Score -421729 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -421732.562500 Penalty: 869.427002 Iteration 59Q: 3 clusters Score -421732.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: -421734.093750 Penalty: 869.427002 Iteration 60F: 3 clusters Score -421734.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4223 members Mstep: Class 2 contains 9880 members Entering Unmasked Estep Score: -421736.125000 Penalty: 869.427002 Iteration 61Q: 3 clusters Score -421736.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4253 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -421739.750000 Penalty: 869.427002 Iteration 62Q: 3 clusters Score -421739.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4279 members Mstep: Class 2 contains 9824 members Entering Unmasked Estep Score: -421741.812500 Penalty: 869.427002 Iteration 63Q: 3 clusters Score -421741.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -421746.093750 Penalty: 869.427002 Iteration 64Q: 3 clusters Score -421746.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4362 members Mstep: Class 2 contains 9741 members Entering Unmasked Estep Score: -421751.093750 Penalty: 869.427002 Iteration 65Q: 3 clusters Score -421751.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -421754.375000 Penalty: 869.427002 Iteration 66Q: 3 clusters Score -421754.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 9653 members Entering Unmasked Estep Score: -421762.187500 Penalty: 869.427002 Iteration 67Q: 3 clusters Score -421762.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -421771.593750 Penalty: 869.427002 Iteration 68Q: 3 clusters Score -421771.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4577 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -421784.718750 Penalty: 869.427002 Iteration 69Q: 3 clusters Score -421784.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4656 members Mstep: Class 2 contains 9447 members Entering Unmasked Estep Score: -421798.093750 Penalty: 869.427002 Iteration 70Q: 3 clusters Score -421798.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -421812.250000 Penalty: 869.427002 Iteration 71Q: 3 clusters Score -421812.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -421827.031250 Penalty: 869.427002 Iteration 72Q: 3 clusters Score -421827 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -421839.281250 Penalty: 869.427002 Iteration 73Q: 3 clusters Score -421839.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -421849.375000 Penalty: 869.427002 Iteration 74Q: 3 clusters Score -421849.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5015 members Mstep: Class 2 contains 9088 members Entering Unmasked Estep Score: -421864.093750 Penalty: 869.427002 Iteration 75Q: 3 clusters Score -421864.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5100 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -421878.812500 Penalty: 869.427002 Iteration 76Q: 3 clusters Score -421878.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -421896.406250 Penalty: 869.427002 Iteration 77Q: 3 clusters Score -421896.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5261 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -421911.781250 Penalty: 869.427002 Iteration 78Q: 3 clusters Score -421911.8 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5342 members Mstep: Class 2 contains 8761 members Entering Unmasked Estep Score: -421925.187500 Penalty: 869.427002 Iteration 79Q: 3 clusters Score -421925.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -421935.218750 Penalty: 869.427002 Iteration 80F: 3 clusters Score -421935.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -421947.062500 Penalty: 869.427002 Iteration 81Q: 3 clusters Score -421947.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -421964.187500 Penalty: 869.427002 Iteration 82Q: 3 clusters Score -421964.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 8458 members Entering Unmasked Estep Score: -421976.406250 Penalty: 869.427002 Iteration 83Q: 3 clusters Score -421976.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -421986.375000 Penalty: 869.427002 Iteration 84Q: 3 clusters Score -421986.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 8315 members Entering Unmasked Estep Score: -421996.968750 Penalty: 869.427002 Iteration 85Q: 3 clusters Score -421997 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5865 members Mstep: Class 2 contains 8238 members Entering Unmasked Estep Score: -422006.875000 Penalty: 869.427002 Iteration 86Q: 3 clusters Score -422006.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5928 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -422016.312500 Penalty: 869.427002 Iteration 87Q: 3 clusters Score -422016.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -422023.718750 Penalty: 869.427002 Iteration 88Q: 3 clusters Score -422023.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6030 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -422028.125000 Penalty: 869.427002 Iteration 89Q: 3 clusters Score -422028.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 8034 members Entering Unmasked Estep Score: -422030.500000 Penalty: 869.427002 Iteration 90Q: 3 clusters Score -422030.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 7995 members Entering Unmasked Estep Score: -422032.687500 Penalty: 869.427002 Iteration 91Q: 3 clusters Score -422032.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 7961 members Entering Unmasked Estep Score: -422035.000000 Penalty: 869.427002 Iteration 92Q: 3 clusters Score -422035 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -422038.656250 Penalty: 869.427002 Iteration 93Q: 3 clusters Score -422038.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 7906 members Entering Unmasked Estep Score: -422041.468750 Penalty: 869.427002 Iteration 94Q: 3 clusters Score -422041.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -422042.937500 Penalty: 869.427002 Iteration 95Q: 3 clusters Score -422042.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -422044.937500 Penalty: 869.427002 Iteration 96Q: 3 clusters Score -422044.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6257 members Mstep: Class 2 contains 7846 members Entering Unmasked Estep Score: -422047.000000 Penalty: 869.427002 Iteration 97Q: 3 clusters Score -422047 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -422051.343750 Penalty: 869.427002 Iteration 98Q: 3 clusters Score -422051.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 7779 members Entering Unmasked Estep Score: -422054.468750 Penalty: 869.427002 Iteration 99Q: 3 clusters Score -422054.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 7748 members Entering Unmasked Estep Score: -422057.500000 Penalty: 869.427002 Iteration 100F: 3 clusters Score -422057.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -422060.375000 Penalty: 869.427002 Iteration 101Q: 3 clusters Score -422060.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6420 members Mstep: Class 2 contains 7683 members Entering Unmasked Estep Score: -422064.593750 Penalty: 869.427002 Iteration 102Q: 3 clusters Score -422064.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6450 members Mstep: Class 2 contains 7653 members Entering Unmasked Estep Score: -422066.406250 Penalty: 869.427002 Iteration 103Q: 3 clusters Score -422066.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 7628 members Entering Unmasked Estep Score: -422068.062500 Penalty: 869.427002 Iteration 104Q: 3 clusters Score -422068.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6501 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -422069.625000 Penalty: 869.427002 Iteration 105Q: 3 clusters Score -422069.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 7580 members Entering Unmasked Estep Score: -422069.375000 Penalty: 869.427002 Iteration 106Q: 3 clusters Score -422069.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -422071.375000 Penalty: 869.427002 Iteration 107Q: 3 clusters Score -422071.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -422072.437500 Penalty: 869.427002 Iteration 108Q: 3 clusters Score -422072.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 7524 members Entering Unmasked Estep Score: -422074.093750 Penalty: 869.427002 Iteration 109Q: 3 clusters Score -422074.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 7498 members Entering Unmasked Estep Score: -422075.250000 Penalty: 869.427002 Iteration 110Q: 3 clusters Score -422075.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6624 members Mstep: Class 2 contains 7479 members Entering Unmasked Estep Score: -422075.656250 Penalty: 869.427002 Iteration 111Q: 3 clusters Score -422075.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 7458 members Entering Unmasked Estep Score: -422078.250000 Penalty: 869.427002 Iteration 112Q: 3 clusters Score -422078.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -422079.468750 Penalty: 869.427002 Iteration 113Q: 3 clusters Score -422079.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 7423 members Entering Unmasked Estep Score: -422080.250000 Penalty: 869.427002 Iteration 114Q: 3 clusters Score -422080.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6691 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -422081.187500 Penalty: 869.427002 Iteration 115Q: 3 clusters Score -422081.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -422082.000000 Penalty: 869.427002 Iteration 116Q: 3 clusters Score -422082 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6711 members Mstep: Class 2 contains 7392 members Entering Unmasked Estep Score: -422082.843750 Penalty: 869.427002 Iteration 117Q: 3 clusters Score -422082.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 7382 members Entering Unmasked Estep Score: -422082.468750 Penalty: 869.427002 Iteration 118Q: 3 clusters Score -422082.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -422083.437500 Penalty: 869.427002 Iteration 119Q: 3 clusters Score -422083.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 7359 members Entering Unmasked Estep Score: -422083.343750 Penalty: 869.427002 Iteration 120F: 3 clusters Score -422083.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6753 members Mstep: Class 2 contains 7350 members Entering Unmasked Estep Score: -422081.781250 Penalty: 869.427002 Iteration 121Q: 3 clusters Score -422081.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6761 members Mstep: Class 2 contains 7342 members Entering Unmasked Estep Score: -422083.218750 Penalty: 869.427002 Iteration 122Q: 3 clusters Score -422083.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 7336 members Entering Unmasked Estep Score: -422084.187500 Penalty: 869.427002 Iteration 123Q: 3 clusters Score -422084.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6769 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -422084.812500 Penalty: 869.427002 Iteration 124Q: 3 clusters Score -422084.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -422084.031250 Penalty: 869.427002 Iteration 125Q: 3 clusters Score -422084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6780 members Mstep: Class 2 contains 7323 members Entering Unmasked Estep Score: -422085.812500 Penalty: 869.427002 Iteration 126Q: 3 clusters Score -422085.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6787 members Mstep: Class 2 contains 7316 members Entering Unmasked Estep Score: -422085.031250 Penalty: 869.427002 Iteration 127Q: 3 clusters Score -422085 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6795 members Mstep: Class 2 contains 7308 members Entering Unmasked Estep Score: -422084.250000 Penalty: 869.427002 Iteration 128Q: 3 clusters Score -422084.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6802 members Mstep: Class 2 contains 7301 members Entering Unmasked Estep Score: -422085.406250 Penalty: 869.427002 Iteration 129Q: 3 clusters Score -422085.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6807 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -422086.468750 Penalty: 869.427002 Iteration 130Q: 3 clusters Score -422086.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 7287 members Entering Unmasked Estep Score: -422086.250000 Penalty: 869.427002 Iteration 131Q: 3 clusters Score -422086.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6823 members Mstep: Class 2 contains 7280 members Entering Unmasked Estep Score: -422085.968750 Penalty: 869.427002 Iteration 132Q: 3 clusters Score -422086 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 7274 members Entering Unmasked Estep Score: -422087.156250 Penalty: 869.427002 Iteration 133Q: 3 clusters Score -422087.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6834 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -422087.781250 Penalty: 869.427002 Iteration 134Q: 3 clusters Score -422087.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6835 members Mstep: Class 2 contains 7268 members Entering Unmasked Estep Score: -422086.906250 Penalty: 869.427002 Iteration 135Q: 3 clusters Score -422086.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -422087.000000 Penalty: 869.427002 Iteration 136Q: 3 clusters Score -422087 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6836 members Mstep: Class 2 contains 7267 members Entering Unmasked Estep Score: -422087.000000 Penalty: 869.427002 Iteration 137F: 3 clusters Score -422087 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (7020 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Entering Unmasked Estep Score: -210265.593750 Penalty: 402.971588 Iteration 0F: 2 clusters Score -210265.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 3521 members Entering Unmasked Estep Score: -205615.703125 Penalty: 805.943176 Iteration 0F: 3 clusters Score -205615.7 nChanged 3222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -207249.843750 Penalty: 805.943176 Iteration 1F: 3 clusters Score -207249.8 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -207379.828125 Penalty: 805.943176 Iteration 2F: 3 clusters Score -207379.8 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3556 members Mstep: Class 2 contains 3464 members Entering Unmasked Estep Score: -207487.578125 Penalty: 805.943176 Iteration 3Q: 3 clusters Score -207487.6 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -207603.453125 Penalty: 805.943176 Iteration 4Q: 3 clusters Score -207603.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3583 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -207748.265625 Penalty: 805.943176 Iteration 5Q: 3 clusters Score -207748.3 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -207945.187500 Penalty: 805.943176 Iteration 6Q: 3 clusters Score -207945.2 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -208182.500000 Penalty: 805.943176 Iteration 7F: 3 clusters Score -208182.5 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3734 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -208424.343750 Penalty: 805.943176 Iteration 8F: 3 clusters Score -208424.3 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -208696.781250 Penalty: 805.943176 Iteration 9F: 3 clusters Score -208696.8 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3911 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -208936.062500 Penalty: 805.943176 Iteration 10F: 3 clusters Score -208936.1 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -209099.093750 Penalty: 805.943176 Iteration 11Q: 3 clusters Score -209099.1 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -209238.406250 Penalty: 805.943176 Iteration 12Q: 3 clusters Score -209238.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -209346.390625 Penalty: 805.943176 Iteration 13Q: 3 clusters Score -209346.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -209413.562500 Penalty: 805.943176 Iteration 14Q: 3 clusters Score -209413.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 2538 members Entering Unmasked Estep Score: -209466.187500 Penalty: 805.943176 Iteration 15Q: 3 clusters Score -209466.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -209521.828125 Penalty: 805.943176 Iteration 16Q: 3 clusters Score -209521.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4695 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -209584.921875 Penalty: 805.943176 Iteration 17Q: 3 clusters Score -209584.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 2205 members Entering Unmasked Estep Score: -209669.968750 Penalty: 805.943176 Iteration 18Q: 3 clusters Score -209670 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -209771.125000 Penalty: 805.943176 Iteration 19Q: 3 clusters Score -209771.1 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -209884.515625 Penalty: 805.943176 Iteration 20F: 3 clusters Score -209884.5 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5206 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -209996.078125 Penalty: 805.943176 Iteration 21Q: 3 clusters Score -209996.1 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -210089.000000 Penalty: 805.943176 Iteration 22Q: 3 clusters Score -210089 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5388 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -210166.453125 Penalty: 805.943176 Iteration 23Q: 3 clusters Score -210166.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -210218.390625 Penalty: 805.943176 Iteration 24Q: 3 clusters Score -210218.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -210253.843750 Penalty: 805.943176 Iteration 25Q: 3 clusters Score -210253.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -210276.109375 Penalty: 805.943176 Iteration 26Q: 3 clusters Score -210276.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -210291.093750 Penalty: 805.943176 Iteration 27Q: 3 clusters Score -210291.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5647 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -210300.734375 Penalty: 805.943176 Iteration 28Q: 3 clusters Score -210300.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5670 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -210307.437500 Penalty: 805.943176 Iteration 29Q: 3 clusters Score -210307.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5697 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -210314.500000 Penalty: 805.943176 Iteration 30Q: 3 clusters Score -210314.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5718 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -210317.656250 Penalty: 805.943176 Iteration 31Q: 3 clusters Score -210317.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -210321.234375 Penalty: 805.943176 Iteration 32Q: 3 clusters Score -210321.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5745 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -210321.906250 Penalty: 805.943176 Iteration 33Q: 3 clusters Score -210321.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -210322.953125 Penalty: 805.943176 Iteration 34Q: 3 clusters Score -210323 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -210322.859375 Penalty: 805.943176 Iteration 35Q: 3 clusters Score -210322.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -210323.328125 Penalty: 805.943176 Iteration 36Q: 3 clusters Score -210323.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -210323.453125 Penalty: 805.943176 Iteration 37Q: 3 clusters Score -210323.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5761 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -210323.453125 Penalty: 805.943176 Iteration 38F: 3 clusters Score -210323.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 5761 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6425 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 6302 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 2149 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Mstep: Class 29 contains 1259 members Entering Unmasked Estep Score: -9335791.000000 Penalty: 16814.830078 Splitting cluster 5 changes total score from -9335915.000000 to -9335791.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 6 (20652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20652 members Entering Unmasked Estep Score: -602310.625000 Penalty: 452.068329 Iteration 0F: 2 clusters Score -602310.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10367 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -588550.312500 Penalty: 904.136658 Iteration 0F: 3 clusters Score -588550.3 nChanged 9845 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 10210 members Entering Unmasked Estep Score: -594115.437500 Penalty: 904.136658 Iteration 1F: 3 clusters Score -594115.4 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10394 members Mstep: Class 2 contains 10258 members Entering Unmasked Estep Score: -594319.937500 Penalty: 904.136658 Iteration 2Q: 3 clusters Score -594319.9 nChanged 768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10340 members Mstep: Class 2 contains 10312 members Entering Unmasked Estep Score: -594566.062500 Penalty: 904.136658 Iteration 3Q: 3 clusters Score -594566.1 nChanged 858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10326 members Mstep: Class 2 contains 10326 members Entering Unmasked Estep Score: -594881.437500 Penalty: 904.136658 Iteration 4Q: 3 clusters Score -594881.4 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -595229.625000 Penalty: 904.136658 Iteration 5Q: 3 clusters Score -595229.6 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -595662.312500 Penalty: 904.136658 Iteration 6Q: 3 clusters Score -595662.3 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10403 members Mstep: Class 2 contains 10249 members Entering Unmasked Estep Score: -596166.937500 Penalty: 904.136658 Iteration 7Q: 3 clusters Score -596166.9 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -596805.312500 Penalty: 904.136658 Iteration 8F: 3 clusters Score -596805.3 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10484 members Mstep: Class 2 contains 10168 members Entering Unmasked Estep Score: -597568.687500 Penalty: 904.136658 Iteration 9F: 3 clusters Score -597568.7 nChanged 1065 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -598266.812500 Penalty: 904.136658 Iteration 10F: 3 clusters Score -598266.8 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10463 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -598740.500000 Penalty: 904.136658 Iteration 11Q: 3 clusters Score -598740.5 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10398 members Mstep: Class 2 contains 10254 members Entering Unmasked Estep Score: -598996.437500 Penalty: 904.136658 Iteration 12Q: 3 clusters Score -598996.4 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10339 members Mstep: Class 2 contains 10313 members Entering Unmasked Estep Score: -599119.375000 Penalty: 904.136658 Iteration 13Q: 3 clusters Score -599119.4 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 10387 members Entering Unmasked Estep Score: -599189.187500 Penalty: 904.136658 Iteration 14Q: 3 clusters Score -599189.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10179 members Mstep: Class 2 contains 10473 members Entering Unmasked Estep Score: -599236.312500 Penalty: 904.136658 Iteration 15Q: 3 clusters Score -599236.3 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 10559 members Entering Unmasked Estep Score: -599271.000000 Penalty: 904.136658 Iteration 16Q: 3 clusters Score -599271 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -599298.250000 Penalty: 904.136658 Iteration 17Q: 3 clusters Score -599298.2 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9961 members Mstep: Class 2 contains 10691 members Entering Unmasked Estep Score: -599326.500000 Penalty: 904.136658 Iteration 18Q: 3 clusters Score -599326.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9908 members Mstep: Class 2 contains 10744 members Entering Unmasked Estep Score: -599349.625000 Penalty: 904.136658 Iteration 19Q: 3 clusters Score -599349.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -599374.812500 Penalty: 904.136658 Iteration 20F: 3 clusters Score -599374.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 10920 members Entering Unmasked Estep Score: -599394.000000 Penalty: 904.136658 Iteration 21Q: 3 clusters Score -599394 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9648 members Mstep: Class 2 contains 11004 members Entering Unmasked Estep Score: -599412.437500 Penalty: 904.136658 Iteration 22Q: 3 clusters Score -599412.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 11080 members Entering Unmasked Estep Score: -599426.625000 Penalty: 904.136658 Iteration 23Q: 3 clusters Score -599426.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9483 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -599450.562500 Penalty: 904.136658 Iteration 24Q: 3 clusters Score -599450.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 11264 members Entering Unmasked Estep Score: -599469.625000 Penalty: 904.136658 Iteration 25Q: 3 clusters Score -599469.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9293 members Mstep: Class 2 contains 11359 members Entering Unmasked Estep Score: -599492.187500 Penalty: 904.136658 Iteration 26Q: 3 clusters Score -599492.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -599515.625000 Penalty: 904.136658 Iteration 27Q: 3 clusters Score -599515.6 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 11591 members Entering Unmasked Estep Score: -599543.062500 Penalty: 904.136658 Iteration 28Q: 3 clusters Score -599543.1 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8921 members Mstep: Class 2 contains 11731 members Entering Unmasked Estep Score: -599574.437500 Penalty: 904.136658 Iteration 29Q: 3 clusters Score -599574.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -599605.250000 Penalty: 904.136658 Iteration 30Q: 3 clusters Score -599605.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 12013 members Entering Unmasked Estep Score: -599627.250000 Penalty: 904.136658 Iteration 31Q: 3 clusters Score -599627.2 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 12154 members Entering Unmasked Estep Score: -599649.562500 Penalty: 904.136658 Iteration 32Q: 3 clusters Score -599649.6 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8346 members Mstep: Class 2 contains 12306 members Entering Unmasked Estep Score: -599682.750000 Penalty: 904.136658 Iteration 33Q: 3 clusters Score -599682.8 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8197 members Mstep: Class 2 contains 12455 members Entering Unmasked Estep Score: -599702.375000 Penalty: 904.136658 Iteration 34Q: 3 clusters Score -599702.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8055 members Mstep: Class 2 contains 12597 members Entering Unmasked Estep Score: -599729.625000 Penalty: 904.136658 Iteration 35Q: 3 clusters Score -599729.6 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7894 members Mstep: Class 2 contains 12758 members Entering Unmasked Estep Score: -599764.562500 Penalty: 904.136658 Iteration 36Q: 3 clusters Score -599764.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7707 members Mstep: Class 2 contains 12945 members Entering Unmasked Estep Score: -599813.625000 Penalty: 904.136658 Iteration 37Q: 3 clusters Score -599813.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7524 members Mstep: Class 2 contains 13128 members Entering Unmasked Estep Score: -599868.062500 Penalty: 904.136658 Iteration 38Q: 3 clusters Score -599868.1 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7324 members Mstep: Class 2 contains 13328 members Entering Unmasked Estep Score: -599930.125000 Penalty: 904.136658 Iteration 39Q: 3 clusters Score -599930.1 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7103 members Mstep: Class 2 contains 13549 members Entering Unmasked Estep Score: -599994.750000 Penalty: 904.136658 Iteration 40F: 3 clusters Score -599994.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 13770 members Entering Unmasked Estep Score: -600070.437500 Penalty: 904.136658 Iteration 41Q: 3 clusters Score -600070.4 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -600157.625000 Penalty: 904.136658 Iteration 42Q: 3 clusters Score -600157.6 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 14270 members Entering Unmasked Estep Score: -600249.125000 Penalty: 904.136658 Iteration 43Q: 3 clusters Score -600249.1 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 14546 members Entering Unmasked Estep Score: -600358.625000 Penalty: 904.136658 Iteration 44Q: 3 clusters Score -600358.6 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 14829 members Entering Unmasked Estep Score: -600459.187500 Penalty: 904.136658 Iteration 45Q: 3 clusters Score -600459.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 15081 members Entering Unmasked Estep Score: -600548.375000 Penalty: 904.136658 Iteration 46Q: 3 clusters Score -600548.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 15327 members Entering Unmasked Estep Score: -600628.312500 Penalty: 904.136658 Iteration 47Q: 3 clusters Score -600628.3 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5087 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -600708.750000 Penalty: 904.136658 Iteration 48Q: 3 clusters Score -600708.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4848 members Mstep: Class 2 contains 15804 members Entering Unmasked Estep Score: -600788.312500 Penalty: 904.136658 Iteration 49Q: 3 clusters Score -600788.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4625 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -600857.687500 Penalty: 904.136658 Iteration 50Q: 3 clusters Score -600857.7 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 16255 members Entering Unmasked Estep Score: -600928.750000 Penalty: 904.136658 Iteration 51Q: 3 clusters Score -600928.8 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 16462 members Entering Unmasked Estep Score: -600998.250000 Penalty: 904.136658 Iteration 52Q: 3 clusters Score -600998.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 16661 members Entering Unmasked Estep Score: -601062.312500 Penalty: 904.136658 Iteration 53Q: 3 clusters Score -601062.3 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 16863 members Entering Unmasked Estep Score: -601125.875000 Penalty: 904.136658 Iteration 54Q: 3 clusters Score -601125.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 17042 members Entering Unmasked Estep Score: -601182.187500 Penalty: 904.136658 Iteration 55Q: 3 clusters Score -601182.2 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 17224 members Entering Unmasked Estep Score: -601239.500000 Penalty: 904.136658 Iteration 56Q: 3 clusters Score -601239.5 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 17394 members Entering Unmasked Estep Score: -601285.750000 Penalty: 904.136658 Iteration 57Q: 3 clusters Score -601285.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 17549 members Entering Unmasked Estep Score: -601326.625000 Penalty: 904.136658 Iteration 58Q: 3 clusters Score -601326.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 17695 members Entering Unmasked Estep Score: -601365.812500 Penalty: 904.136658 Iteration 59Q: 3 clusters Score -601365.8 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 17828 members Entering Unmasked Estep Score: -601397.750000 Penalty: 904.136658 Iteration 60F: 3 clusters Score -601397.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 17947 members Entering Unmasked Estep Score: -601423.000000 Penalty: 904.136658 Iteration 61Q: 3 clusters Score -601423 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 18051 members Entering Unmasked Estep Score: -601449.125000 Penalty: 904.136658 Iteration 62Q: 3 clusters Score -601449.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 18148 members Entering Unmasked Estep Score: -601472.125000 Penalty: 904.136658 Iteration 63Q: 3 clusters Score -601472.1 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 18250 members Entering Unmasked Estep Score: -601494.937500 Penalty: 904.136658 Iteration 64Q: 3 clusters Score -601494.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -601513.312500 Penalty: 904.136658 Iteration 65Q: 3 clusters Score -601513.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 18431 members Entering Unmasked Estep Score: -601531.625000 Penalty: 904.136658 Iteration 66Q: 3 clusters Score -601531.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 18506 members Entering Unmasked Estep Score: -601548.687500 Penalty: 904.136658 Iteration 67Q: 3 clusters Score -601548.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 18581 members Entering Unmasked Estep Score: -601565.500000 Penalty: 904.136658 Iteration 68Q: 3 clusters Score -601565.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 18669 members Entering Unmasked Estep Score: -601590.187500 Penalty: 904.136658 Iteration 69Q: 3 clusters Score -601590.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 18744 members Entering Unmasked Estep Score: -601606.312500 Penalty: 904.136658 Iteration 70Q: 3 clusters Score -601606.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 18810 members Entering Unmasked Estep Score: -601623.000000 Penalty: 904.136658 Iteration 71Q: 3 clusters Score -601623 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 18872 members Entering Unmasked Estep Score: -601634.937500 Penalty: 904.136658 Iteration 72Q: 3 clusters Score -601634.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 18925 members Entering Unmasked Estep Score: -601644.375000 Penalty: 904.136658 Iteration 73Q: 3 clusters Score -601644.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 18977 members Entering Unmasked Estep Score: -601653.875000 Penalty: 904.136658 Iteration 74Q: 3 clusters Score -601653.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 19022 members Entering Unmasked Estep Score: -601662.062500 Penalty: 904.136658 Iteration 75Q: 3 clusters Score -601662.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 19073 members Entering Unmasked Estep Score: -601672.812500 Penalty: 904.136658 Iteration 76Q: 3 clusters Score -601672.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 19129 members Entering Unmasked Estep Score: -601687.625000 Penalty: 904.136658 Iteration 77Q: 3 clusters Score -601687.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 19195 members Entering Unmasked Estep Score: -601702.062500 Penalty: 904.136658 Iteration 78Q: 3 clusters Score -601702.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 19252 members Entering Unmasked Estep Score: -601713.250000 Penalty: 904.136658 Iteration 79Q: 3 clusters Score -601713.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 19305 members Entering Unmasked Estep Score: -601728.312500 Penalty: 904.136658 Iteration 80F: 3 clusters Score -601728.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 19350 members Entering Unmasked Estep Score: -601738.312500 Penalty: 904.136658 Iteration 81Q: 3 clusters Score -601738.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 19396 members Entering Unmasked Estep Score: -601746.687500 Penalty: 904.136658 Iteration 82Q: 3 clusters Score -601746.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 19440 members Entering Unmasked Estep Score: -601757.687500 Penalty: 904.136658 Iteration 83Q: 3 clusters Score -601757.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 19502 members Entering Unmasked Estep Score: -601780.375000 Penalty: 904.136658 Iteration 84Q: 3 clusters Score -601780.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 19559 members Entering Unmasked Estep Score: -601799.312500 Penalty: 904.136658 Iteration 85Q: 3 clusters Score -601799.3 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 19617 members Entering Unmasked Estep Score: -601814.375000 Penalty: 904.136658 Iteration 86Q: 3 clusters Score -601814.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 19653 members Entering Unmasked Estep Score: -601821.875000 Penalty: 904.136658 Iteration 87Q: 3 clusters Score -601821.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 19686 members Entering Unmasked Estep Score: -601835.312500 Penalty: 904.136658 Iteration 88Q: 3 clusters Score -601835.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 19724 members Entering Unmasked Estep Score: -601847.625000 Penalty: 904.136658 Iteration 89Q: 3 clusters Score -601847.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 19755 members Entering Unmasked Estep Score: -601857.437500 Penalty: 904.136658 Iteration 90Q: 3 clusters Score -601857.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 19776 members Entering Unmasked Estep Score: -601863.500000 Penalty: 904.136658 Iteration 91Q: 3 clusters Score -601863.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 19792 members Entering Unmasked Estep Score: -601867.375000 Penalty: 904.136658 Iteration 92Q: 3 clusters Score -601867.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 19817 members Entering Unmasked Estep Score: -601875.625000 Penalty: 904.136658 Iteration 93Q: 3 clusters Score -601875.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 19840 members Entering Unmasked Estep Score: -601878.687500 Penalty: 904.136658 Iteration 94Q: 3 clusters Score -601878.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 19854 members Entering Unmasked Estep Score: -601882.437500 Penalty: 904.136658 Iteration 95Q: 3 clusters Score -601882.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 19876 members Entering Unmasked Estep Score: -601891.250000 Penalty: 904.136658 Iteration 96Q: 3 clusters Score -601891.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 19896 members Entering Unmasked Estep Score: -601895.937500 Penalty: 904.136658 Iteration 97Q: 3 clusters Score -601895.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 19917 members Entering Unmasked Estep Score: -601902.312500 Penalty: 904.136658 Iteration 98Q: 3 clusters Score -601902.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 19932 members Entering Unmasked Estep Score: -601904.000000 Penalty: 904.136658 Iteration 99Q: 3 clusters Score -601904 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 19938 members Entering Unmasked Estep Score: -601904.625000 Penalty: 904.136658 Iteration 100F: 3 clusters Score -601904.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 19939 members Entering Unmasked Estep Score: -601904.750000 Penalty: 904.136658 Iteration 101Q: 3 clusters Score -601904.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 19940 members Entering Unmasked Estep Score: -601904.937500 Penalty: 904.136658 Iteration 102Q: 3 clusters Score -601904.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 19941 members Entering Unmasked Estep Score: -601904.562500 Penalty: 904.136658 Iteration 103Q: 3 clusters Score -601904.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 19945 members Entering Unmasked Estep Score: -601907.250000 Penalty: 904.136658 Iteration 104Q: 3 clusters Score -601907.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 19949 members Entering Unmasked Estep Score: -601907.062500 Penalty: 904.136658 Iteration 105Q: 3 clusters Score -601907.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 19953 members Entering Unmasked Estep Score: -601906.750000 Penalty: 904.136658 Iteration 106Q: 3 clusters Score -601906.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 19956 members Entering Unmasked Estep Score: -601908.375000 Penalty: 904.136658 Iteration 107Q: 3 clusters Score -601908.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 19960 members Entering Unmasked Estep Score: -601908.812500 Penalty: 904.136658 Iteration 108Q: 3 clusters Score -601908.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 19964 members Entering Unmasked Estep Score: -601910.000000 Penalty: 904.136658 Iteration 109Q: 3 clusters Score -601910 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 19968 members Entering Unmasked Estep Score: -601910.625000 Penalty: 904.136658 Iteration 110Q: 3 clusters Score -601910.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 19972 members Entering Unmasked Estep Score: -601911.375000 Penalty: 904.136658 Iteration 111Q: 3 clusters Score -601911.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 19977 members Entering Unmasked Estep Score: -601912.875000 Penalty: 904.136658 Iteration 112Q: 3 clusters Score -601912.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 19983 members Entering Unmasked Estep Score: -601913.250000 Penalty: 904.136658 Iteration 113Q: 3 clusters Score -601913.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 19987 members Entering Unmasked Estep Score: -601913.187500 Penalty: 904.136658 Iteration 114Q: 3 clusters Score -601913.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 19995 members Entering Unmasked Estep Score: -601917.187500 Penalty: 904.136658 Iteration 115Q: 3 clusters Score -601917.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 20004 members Entering Unmasked Estep Score: -601919.250000 Penalty: 904.136658 Iteration 116Q: 3 clusters Score -601919.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 20008 members Entering Unmasked Estep Score: -601919.812500 Penalty: 904.136658 Iteration 117Q: 3 clusters Score -601919.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 20013 members Entering Unmasked Estep Score: -601921.187500 Penalty: 904.136658 Iteration 118Q: 3 clusters Score -601921.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 20021 members Entering Unmasked Estep Score: -601923.312500 Penalty: 904.136658 Iteration 119Q: 3 clusters Score -601923.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 20027 members Entering Unmasked Estep Score: -601923.125000 Penalty: 904.136658 Iteration 120F: 3 clusters Score -601923.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 20031 members Entering Unmasked Estep Score: -601924.750000 Penalty: 904.136658 Iteration 121Q: 3 clusters Score -601924.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 20036 members Entering Unmasked Estep Score: -601924.937500 Penalty: 904.136658 Iteration 122Q: 3 clusters Score -601924.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 20038 members Entering Unmasked Estep Score: -601924.812500 Penalty: 904.136658 Iteration 123Q: 3 clusters Score -601924.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 20039 members Entering Unmasked Estep Score: -601925.125000 Penalty: 904.136658 Iteration 124Q: 3 clusters Score -601925.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 20041 members Entering Unmasked Estep Score: -601925.312500 Penalty: 904.136658 Iteration 125Q: 3 clusters Score -601925.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 20041 members Entering Unmasked Estep Score: -601926.437500 Penalty: 904.136658 Iteration 126Q: 3 clusters Score -601926.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 20041 members Entering Unmasked Estep Score: -601926.437500 Penalty: 904.136658 Iteration 127F: 3 clusters Score -601926.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -28150.929688 Penalty: 323.869751 Iteration 0F: 2 clusters Score -28150.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -27199.941406 Penalty: 647.739502 Iteration 0F: 3 clusters Score -27199.94 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -27643.244141 Penalty: 647.739502 Iteration 1F: 3 clusters Score -27643.24 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -27773.314453 Penalty: 647.739502 Iteration 2F: 3 clusters Score -27773.31 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -27827.150391 Penalty: 647.739502 Iteration 3Q: 3 clusters Score -27827.15 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -27861.818359 Penalty: 647.739502 Iteration 4Q: 3 clusters Score -27861.82 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -27882.421875 Penalty: 647.739502 Iteration 5Q: 3 clusters Score -27882.42 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -27898.302734 Penalty: 647.739502 Iteration 6Q: 3 clusters Score -27898.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -27914.619141 Penalty: 647.739502 Iteration 7Q: 3 clusters Score -27914.62 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -27928.320312 Penalty: 647.739502 Iteration 8Q: 3 clusters Score -27928.32 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -27939.019531 Penalty: 647.739502 Iteration 9Q: 3 clusters Score -27939.02 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -27944.847656 Penalty: 647.739502 Iteration 10Q: 3 clusters Score -27944.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -27945.886719 Penalty: 647.739502 Iteration 11Q: 3 clusters Score -27945.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -27947.882812 Penalty: 647.739502 Iteration 12Q: 3 clusters Score -27947.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -27952.486328 Penalty: 647.739502 Iteration 13Q: 3 clusters Score -27952.49 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -27960.003906 Penalty: 647.739502 Iteration 14Q: 3 clusters Score -27960 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -27970.474609 Penalty: 647.739502 Iteration 15Q: 3 clusters Score -27970.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -27978.593750 Penalty: 647.739502 Iteration 16Q: 3 clusters Score -27978.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -27982.806641 Penalty: 647.739502 Iteration 17Q: 3 clusters Score -27982.81 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -27985.089844 Penalty: 647.739502 Iteration 18Q: 3 clusters Score -27985.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -27990.910156 Penalty: 647.739502 Iteration 19Q: 3 clusters Score -27990.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -27993.554688 Penalty: 647.739502 Iteration 20F: 3 clusters Score -27993.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -27995.341797 Penalty: 647.739502 Iteration 21Q: 3 clusters Score -27995.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -27997.988281 Penalty: 647.739502 Iteration 22Q: 3 clusters Score -27997.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -27998.552734 Penalty: 647.739502 Iteration 23Q: 3 clusters Score -27998.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -27999.660156 Penalty: 647.739502 Iteration 24Q: 3 clusters Score -27999.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -27999.724609 Penalty: 647.739502 Iteration 25Q: 3 clusters Score -27999.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -27999.724609 Penalty: 647.739502 Iteration 26F: 3 clusters Score -27999.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (12953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12953 members Entering Unmasked Estep Score: -393928.218750 Penalty: 430.843262 Iteration 0F: 2 clusters Score -393928.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6517 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -385240.281250 Penalty: 861.686523 Iteration 0F: 3 clusters Score -385240.3 nChanged 6104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -388735.250000 Penalty: 861.686523 Iteration 1F: 3 clusters Score -388735.2 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6886 members Mstep: Class 2 contains 6067 members Entering Unmasked Estep Score: -389133.937500 Penalty: 861.686523 Iteration 2F: 3 clusters Score -389133.9 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7043 members Mstep: Class 2 contains 5910 members Entering Unmasked Estep Score: -389578.593750 Penalty: 861.686523 Iteration 3F: 3 clusters Score -389578.6 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -390050.375000 Penalty: 861.686523 Iteration 4F: 3 clusters Score -390050.4 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7520 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -390513.687500 Penalty: 861.686523 Iteration 5F: 3 clusters Score -390513.7 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 5136 members Entering Unmasked Estep Score: -390888.593750 Penalty: 861.686523 Iteration 6F: 3 clusters Score -390888.6 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8163 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -391224.093750 Penalty: 861.686523 Iteration 7Q: 3 clusters Score -391224.1 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8496 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -391499.750000 Penalty: 861.686523 Iteration 8Q: 3 clusters Score -391499.8 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8789 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -391699.250000 Penalty: 861.686523 Iteration 9Q: 3 clusters Score -391699.2 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9062 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -391858.875000 Penalty: 861.686523 Iteration 10Q: 3 clusters Score -391858.9 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9317 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -391984.812500 Penalty: 861.686523 Iteration 11Q: 3 clusters Score -391984.8 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9564 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -392091.312500 Penalty: 861.686523 Iteration 12Q: 3 clusters Score -392091.3 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -392197.812500 Penalty: 861.686523 Iteration 13Q: 3 clusters Score -392197.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10026 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -392303.000000 Penalty: 861.686523 Iteration 14Q: 3 clusters Score -392303 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10265 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -392405.125000 Penalty: 861.686523 Iteration 15Q: 3 clusters Score -392405.1 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10498 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -392505.625000 Penalty: 861.686523 Iteration 16Q: 3 clusters Score -392505.6 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10721 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -392602.875000 Penalty: 861.686523 Iteration 17Q: 3 clusters Score -392602.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -392703.250000 Penalty: 861.686523 Iteration 18Q: 3 clusters Score -392703.2 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11141 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -392786.937500 Penalty: 861.686523 Iteration 19Q: 3 clusters Score -392786.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11312 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -392854.812500 Penalty: 861.686523 Iteration 20F: 3 clusters Score -392854.8 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11485 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -392924.687500 Penalty: 861.686523 Iteration 21Q: 3 clusters Score -392924.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -392988.593750 Penalty: 861.686523 Iteration 22Q: 3 clusters Score -392988.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11815 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -393067.625000 Penalty: 861.686523 Iteration 23Q: 3 clusters Score -393067.6 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11972 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -393141.781250 Penalty: 861.686523 Iteration 24Q: 3 clusters Score -393141.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12104 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -393202.031250 Penalty: 861.686523 Iteration 25Q: 3 clusters Score -393202 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12220 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -393251.718750 Penalty: 861.686523 Iteration 26Q: 3 clusters Score -393251.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12319 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -393302.062500 Penalty: 861.686523 Iteration 27Q: 3 clusters Score -393302.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12416 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -393358.875000 Penalty: 861.686523 Iteration 28Q: 3 clusters Score -393358.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12501 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -393403.156250 Penalty: 861.686523 Iteration 29Q: 3 clusters Score -393403.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12557 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -393434.781250 Penalty: 861.686523 Iteration 30Q: 3 clusters Score -393434.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12598 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -393460.343750 Penalty: 861.686523 Iteration 31Q: 3 clusters Score -393460.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12636 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -393482.656250 Penalty: 861.686523 Iteration 32Q: 3 clusters Score -393482.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -393503.281250 Penalty: 861.686523 Iteration 33Q: 3 clusters Score -393503.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12678 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -393511.468750 Penalty: 861.686523 Iteration 34Q: 3 clusters Score -393511.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12689 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -393517.562500 Penalty: 861.686523 Iteration 35Q: 3 clusters Score -393517.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12697 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -393521.750000 Penalty: 861.686523 Iteration 36Q: 3 clusters Score -393521.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12707 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -393526.687500 Penalty: 861.686523 Iteration 37Q: 3 clusters Score -393526.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12716 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -393530.031250 Penalty: 861.686523 Iteration 38Q: 3 clusters Score -393530 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12721 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -393533.625000 Penalty: 861.686523 Iteration 39Q: 3 clusters Score -393533.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12728 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -393534.968750 Penalty: 861.686523 Iteration 40F: 3 clusters Score -393535 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -393537.687500 Penalty: 861.686523 Iteration 41Q: 3 clusters Score -393537.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12736 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -393538.968750 Penalty: 861.686523 Iteration 42Q: 3 clusters Score -393539 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12741 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -393541.781250 Penalty: 861.686523 Iteration 43Q: 3 clusters Score -393541.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12746 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -393543.656250 Penalty: 861.686523 Iteration 44Q: 3 clusters Score -393543.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12750 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -393545.250000 Penalty: 861.686523 Iteration 45Q: 3 clusters Score -393545.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12756 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -393548.656250 Penalty: 861.686523 Iteration 46Q: 3 clusters Score -393548.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -393557.000000 Penalty: 861.686523 Iteration 47Q: 3 clusters Score -393557 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -393560.718750 Penalty: 861.686523 Iteration 48Q: 3 clusters Score -393560.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12771 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -393563.375000 Penalty: 861.686523 Iteration 49Q: 3 clusters Score -393563.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12773 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -393564.062500 Penalty: 861.686523 Iteration 50Q: 3 clusters Score -393564.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -393564.718750 Penalty: 861.686523 Iteration 51Q: 3 clusters Score -393564.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12775 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -393564.718750 Penalty: 861.686523 Iteration 52F: 3 clusters Score -393564.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6425 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Entering Unmasked Estep Score: -178573.078125 Penalty: 398.941803 Iteration 0F: 2 clusters Score -178573.1 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 3247 members Entering Unmasked Estep Score: -174278.984375 Penalty: 797.883606 Iteration 0F: 3 clusters Score -174279 nChanged 2910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3417 members Entering Unmasked Estep Score: -175842.625000 Penalty: 797.883606 Iteration 1F: 3 clusters Score -175842.6 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -176023.609375 Penalty: 797.883606 Iteration 2F: 3 clusters Score -176023.6 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -176219.140625 Penalty: 797.883606 Iteration 3F: 3 clusters Score -176219.1 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 4052 members Entering Unmasked Estep Score: -176426.906250 Penalty: 797.883606 Iteration 4F: 3 clusters Score -176426.9 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -176678.375000 Penalty: 797.883606 Iteration 5F: 3 clusters Score -176678.4 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -177001.250000 Penalty: 797.883606 Iteration 6F: 3 clusters Score -177001.2 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -177324.546875 Penalty: 797.883606 Iteration 7F: 3 clusters Score -177324.5 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 5516 members Entering Unmasked Estep Score: -177608.828125 Penalty: 797.883606 Iteration 8F: 3 clusters Score -177608.8 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 5778 members Entering Unmasked Estep Score: -177830.781250 Penalty: 797.883606 Iteration 9Q: 3 clusters Score -177830.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 5969 members Entering Unmasked Estep Score: -177978.515625 Penalty: 797.883606 Iteration 10Q: 3 clusters Score -177978.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 6106 members Entering Unmasked Estep Score: -178090.109375 Penalty: 797.883606 Iteration 11Q: 3 clusters Score -178090.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -178159.718750 Penalty: 797.883606 Iteration 12Q: 3 clusters Score -178159.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -178202.187500 Penalty: 797.883606 Iteration 13Q: 3 clusters Score -178202.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -178232.609375 Penalty: 797.883606 Iteration 14Q: 3 clusters Score -178232.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -178253.984375 Penalty: 797.883606 Iteration 15Q: 3 clusters Score -178254 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -178268.437500 Penalty: 797.883606 Iteration 16Q: 3 clusters Score -178268.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 6319 members Entering Unmasked Estep Score: -178275.156250 Penalty: 797.883606 Iteration 17Q: 3 clusters Score -178275.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -178278.906250 Penalty: 797.883606 Iteration 18Q: 3 clusters Score -178278.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -178280.937500 Penalty: 797.883606 Iteration 19Q: 3 clusters Score -178280.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -178280.937500 Penalty: 797.883606 Iteration 20F: 3 clusters Score -178280.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Entering Unmasked Estep Score: -19467.962891 Penalty: 299.482147 Iteration 0F: 2 clusters Score -19467.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -18843.812500 Penalty: 598.964294 Iteration 0F: 3 clusters Score -18843.81 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -19009.335938 Penalty: 598.964294 Iteration 1F: 3 clusters Score -19009.34 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -19061.958984 Penalty: 598.964294 Iteration 2F: 3 clusters Score -19061.96 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -19101.375000 Penalty: 598.964294 Iteration 3F: 3 clusters Score -19101.38 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -19131.330078 Penalty: 598.964294 Iteration 4Q: 3 clusters Score -19131.33 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -19155.697266 Penalty: 598.964294 Iteration 5Q: 3 clusters Score -19155.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -19176.064453 Penalty: 598.964294 Iteration 6Q: 3 clusters Score -19176.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -19204.207031 Penalty: 598.964294 Iteration 7Q: 3 clusters Score -19204.21 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -19224.865234 Penalty: 598.964294 Iteration 8Q: 3 clusters Score -19224.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -19233.302734 Penalty: 598.964294 Iteration 9Q: 3 clusters Score -19233.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -19241.666016 Penalty: 598.964294 Iteration 10Q: 3 clusters Score -19241.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -19250.328125 Penalty: 598.964294 Iteration 11Q: 3 clusters Score -19250.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -19256.166016 Penalty: 598.964294 Iteration 12Q: 3 clusters Score -19256.17 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -19261.394531 Penalty: 598.964294 Iteration 13Q: 3 clusters Score -19261.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -19264.732422 Penalty: 598.964294 Iteration 14Q: 3 clusters Score -19264.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -19265.744141 Penalty: 598.964294 Iteration 15Q: 3 clusters Score -19265.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -19265.744141 Penalty: 598.964294 Iteration 16F: 3 clusters Score -19265.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Entering Unmasked Estep Score: -169822.890625 Penalty: 398.062286 Iteration 0F: 2 clusters Score -169822.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 3091 members Entering Unmasked Estep Score: -165612.625000 Penalty: 796.124573 Iteration 0F: 3 clusters Score -165612.6 nChanged 2923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -167265.171875 Penalty: 796.124573 Iteration 1F: 3 clusters Score -167265.2 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -167554.390625 Penalty: 796.124573 Iteration 2F: 3 clusters Score -167554.4 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -167900.546875 Penalty: 796.124573 Iteration 3F: 3 clusters Score -167900.5 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -168269.390625 Penalty: 796.124573 Iteration 4F: 3 clusters Score -168269.4 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -168590.281250 Penalty: 796.124573 Iteration 5F: 3 clusters Score -168590.3 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4684 members Mstep: Class 2 contains 1618 members Entering Unmasked Estep Score: -168826.765625 Penalty: 796.124573 Iteration 6F: 3 clusters Score -168826.8 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -168985.015625 Penalty: 796.124573 Iteration 7Q: 3 clusters Score -168985 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4984 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -169095.828125 Penalty: 796.124573 Iteration 8Q: 3 clusters Score -169095.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -169174.453125 Penalty: 796.124573 Iteration 9Q: 3 clusters Score -169174.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5254 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -169245.296875 Penalty: 796.124573 Iteration 10Q: 3 clusters Score -169245.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -169306.421875 Penalty: 796.124573 Iteration 11Q: 3 clusters Score -169306.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -169350.562500 Penalty: 796.124573 Iteration 12Q: 3 clusters Score -169350.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5506 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -169381.734375 Penalty: 796.124573 Iteration 13Q: 3 clusters Score -169381.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -169403.843750 Penalty: 796.124573 Iteration 14Q: 3 clusters Score -169403.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -169420.656250 Penalty: 796.124573 Iteration 15Q: 3 clusters Score -169420.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -169434.500000 Penalty: 796.124573 Iteration 16Q: 3 clusters Score -169434.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5676 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -169445.765625 Penalty: 796.124573 Iteration 17Q: 3 clusters Score -169445.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5706 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -169458.343750 Penalty: 796.124573 Iteration 18Q: 3 clusters Score -169458.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -169466.453125 Penalty: 796.124573 Iteration 19Q: 3 clusters Score -169466.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -169470.375000 Penalty: 796.124573 Iteration 20F: 3 clusters Score -169470.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5756 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -169473.046875 Penalty: 796.124573 Iteration 21Q: 3 clusters Score -169473 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -169473.875000 Penalty: 796.124573 Iteration 22Q: 3 clusters Score -169473.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -169474.265625 Penalty: 796.124573 Iteration 23Q: 3 clusters Score -169474.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -169475.093750 Penalty: 796.124573 Iteration 24Q: 3 clusters Score -169475.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -169475.093750 Penalty: 796.124573 Iteration 25F: 3 clusters Score -169475.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Entering Unmasked Estep Score: -47889.574219 Penalty: 342.367554 Iteration 0F: 2 clusters Score -47889.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -46531.679688 Penalty: 684.735107 Iteration 0F: 3 clusters Score -46531.68 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -47011.945312 Penalty: 684.735107 Iteration 1F: 3 clusters Score -47011.95 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -47103.304688 Penalty: 684.735107 Iteration 2F: 3 clusters Score -47103.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -47184.691406 Penalty: 684.735107 Iteration 3F: 3 clusters Score -47184.69 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -47276.875000 Penalty: 684.735107 Iteration 4F: 3 clusters Score -47276.88 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -47363.484375 Penalty: 684.735107 Iteration 5F: 3 clusters Score -47363.48 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -47422.933594 Penalty: 684.735107 Iteration 6F: 3 clusters Score -47422.93 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -47466.351562 Penalty: 684.735107 Iteration 7Q: 3 clusters Score -47466.35 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -47513.082031 Penalty: 684.735107 Iteration 8Q: 3 clusters Score -47513.08 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -47547.277344 Penalty: 684.735107 Iteration 9Q: 3 clusters Score -47547.28 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -47569.511719 Penalty: 684.735107 Iteration 10Q: 3 clusters Score -47569.51 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -47580.679688 Penalty: 684.735107 Iteration 11Q: 3 clusters Score -47580.68 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -47586.929688 Penalty: 684.735107 Iteration 12Q: 3 clusters Score -47586.93 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -47593.281250 Penalty: 684.735107 Iteration 13Q: 3 clusters Score -47593.28 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -47596.414062 Penalty: 684.735107 Iteration 14Q: 3 clusters Score -47596.41 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -47600.058594 Penalty: 684.735107 Iteration 15Q: 3 clusters Score -47600.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -47603.343750 Penalty: 684.735107 Iteration 16Q: 3 clusters Score -47603.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -47606.226562 Penalty: 684.735107 Iteration 17Q: 3 clusters Score -47606.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -47608.066406 Penalty: 684.735107 Iteration 18Q: 3 clusters Score -47608.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -47609.902344 Penalty: 684.735107 Iteration 19Q: 3 clusters Score -47609.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -47612.097656 Penalty: 684.735107 Iteration 20F: 3 clusters Score -47612.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -47617.718750 Penalty: 684.735107 Iteration 21Q: 3 clusters Score -47617.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -47620.378906 Penalty: 684.735107 Iteration 22Q: 3 clusters Score -47620.38 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -47623.058594 Penalty: 684.735107 Iteration 23Q: 3 clusters Score -47623.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -47624.953125 Penalty: 684.735107 Iteration 24Q: 3 clusters Score -47624.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -47627.574219 Penalty: 684.735107 Iteration 25Q: 3 clusters Score -47627.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -47628.484375 Penalty: 684.735107 Iteration 26Q: 3 clusters Score -47628.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -47629.449219 Penalty: 684.735107 Iteration 27Q: 3 clusters Score -47629.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -47629.867188 Penalty: 684.735107 Iteration 28Q: 3 clusters Score -47629.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -47630.558594 Penalty: 684.735107 Iteration 29Q: 3 clusters Score -47630.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -47632.058594 Penalty: 684.735107 Iteration 30Q: 3 clusters Score -47632.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -47634.550781 Penalty: 684.735107 Iteration 31Q: 3 clusters Score -47634.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -47637.484375 Penalty: 684.735107 Iteration 32Q: 3 clusters Score -47637.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -47639.839844 Penalty: 684.735107 Iteration 33Q: 3 clusters Score -47639.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -47643.132812 Penalty: 684.735107 Iteration 34Q: 3 clusters Score -47643.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -47645.441406 Penalty: 684.735107 Iteration 35Q: 3 clusters Score -47645.44 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -47648.019531 Penalty: 684.735107 Iteration 36Q: 3 clusters Score -47648.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -47649.859375 Penalty: 684.735107 Iteration 37Q: 3 clusters Score -47649.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -47650.894531 Penalty: 684.735107 Iteration 38Q: 3 clusters Score -47650.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -47652.066406 Penalty: 684.735107 Iteration 39Q: 3 clusters Score -47652.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -47653.710938 Penalty: 684.735107 Iteration 40F: 3 clusters Score -47653.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -47655.812500 Penalty: 684.735107 Iteration 41Q: 3 clusters Score -47655.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -47656.683594 Penalty: 684.735107 Iteration 42Q: 3 clusters Score -47656.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -47656.683594 Penalty: 684.735107 Iteration 43F: 3 clusters Score -47656.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (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: -62079.773438 Penalty: 345.291779 Iteration 0F: 2 clusters Score -62079.77 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 993 members Entering Unmasked Estep Score: -60637.304688 Penalty: 690.583557 Iteration 0F: 3 clusters Score -60637.3 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -61060.855469 Penalty: 690.583557 Iteration 1F: 3 clusters Score -61060.86 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -61151.960938 Penalty: 690.583557 Iteration 2F: 3 clusters Score -61151.96 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -61237.000000 Penalty: 690.583557 Iteration 3F: 3 clusters Score -61237 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -61312.617188 Penalty: 690.583557 Iteration 4F: 3 clusters Score -61312.62 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -61400.507812 Penalty: 690.583557 Iteration 5F: 3 clusters Score -61400.51 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -61499.164062 Penalty: 690.583557 Iteration 6Q: 3 clusters Score -61499.16 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -61583.769531 Penalty: 690.583557 Iteration 7Q: 3 clusters Score -61583.77 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -61656.429688 Penalty: 690.583557 Iteration 8Q: 3 clusters Score -61656.43 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -61698.066406 Penalty: 690.583557 Iteration 9Q: 3 clusters Score -61698.07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -61728.937500 Penalty: 690.583557 Iteration 10Q: 3 clusters Score -61728.94 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -61754.531250 Penalty: 690.583557 Iteration 11Q: 3 clusters Score -61754.53 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -61769.117188 Penalty: 690.583557 Iteration 12Q: 3 clusters Score -61769.12 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -61781.742188 Penalty: 690.583557 Iteration 13Q: 3 clusters Score -61781.74 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -61800.519531 Penalty: 690.583557 Iteration 14Q: 3 clusters Score -61800.52 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -61810.921875 Penalty: 690.583557 Iteration 15Q: 3 clusters Score -61810.92 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -61820.957031 Penalty: 690.583557 Iteration 16Q: 3 clusters Score -61820.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -61831.007812 Penalty: 690.583557 Iteration 17Q: 3 clusters Score -61831.01 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -61845.988281 Penalty: 690.583557 Iteration 18Q: 3 clusters Score -61845.99 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -61861.132812 Penalty: 690.583557 Iteration 19Q: 3 clusters Score -61861.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -61869.933594 Penalty: 690.583557 Iteration 20F: 3 clusters Score -61869.93 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -61873.859375 Penalty: 690.583557 Iteration 21Q: 3 clusters Score -61873.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -61879.179688 Penalty: 690.583557 Iteration 22Q: 3 clusters Score -61879.18 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -61883.332031 Penalty: 690.583557 Iteration 23Q: 3 clusters Score -61883.33 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -61886.523438 Penalty: 690.583557 Iteration 24Q: 3 clusters Score -61886.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -61888.652344 Penalty: 690.583557 Iteration 25Q: 3 clusters Score -61888.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -61890.296875 Penalty: 690.583557 Iteration 26Q: 3 clusters Score -61890.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -61891.839844 Penalty: 690.583557 Iteration 27Q: 3 clusters Score -61891.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -61893.199219 Penalty: 690.583557 Iteration 28Q: 3 clusters Score -61893.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -61894.078125 Penalty: 690.583557 Iteration 29Q: 3 clusters Score -61894.08 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -61895.601562 Penalty: 690.583557 Iteration 30Q: 3 clusters Score -61895.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -61897.234375 Penalty: 690.583557 Iteration 31Q: 3 clusters Score -61897.23 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -61899.070312 Penalty: 690.583557 Iteration 32Q: 3 clusters Score -61899.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -61901.203125 Penalty: 690.583557 Iteration 33Q: 3 clusters Score -61901.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -61903.550781 Penalty: 690.583557 Iteration 34Q: 3 clusters Score -61903.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -61908.035156 Penalty: 690.583557 Iteration 35Q: 3 clusters Score -61908.04 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -61910.636719 Penalty: 690.583557 Iteration 36Q: 3 clusters Score -61910.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -61913.496094 Penalty: 690.583557 Iteration 37Q: 3 clusters Score -61913.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -61917.339844 Penalty: 690.583557 Iteration 38Q: 3 clusters Score -61917.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -61920.335938 Penalty: 690.583557 Iteration 39Q: 3 clusters Score -61920.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -61923.230469 Penalty: 690.583557 Iteration 40F: 3 clusters Score -61923.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -61924.460938 Penalty: 690.583557 Iteration 41Q: 3 clusters Score -61924.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -61924.863281 Penalty: 690.583557 Iteration 42Q: 3 clusters Score -61924.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -61925.105469 Penalty: 690.583557 Iteration 43Q: 3 clusters Score -61925.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -61925.519531 Penalty: 690.583557 Iteration 44Q: 3 clusters Score -61925.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -61926.410156 Penalty: 690.583557 Iteration 45Q: 3 clusters Score -61926.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -61927.769531 Penalty: 690.583557 Iteration 46Q: 3 clusters Score -61927.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -61929.601562 Penalty: 690.583557 Iteration 47Q: 3 clusters Score -61929.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -61932.726562 Penalty: 690.583557 Iteration 48Q: 3 clusters Score -61932.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -61934.847656 Penalty: 690.583557 Iteration 49Q: 3 clusters Score -61934.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -61936.972656 Penalty: 690.583557 Iteration 50Q: 3 clusters Score -61936.97 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -61938.574219 Penalty: 690.583557 Iteration 51Q: 3 clusters Score -61938.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -61939.312500 Penalty: 690.583557 Iteration 52Q: 3 clusters Score -61939.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -61939.312500 Penalty: 690.583557 Iteration 53F: 3 clusters Score -61939.31 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Entering Unmasked Estep Score: -210984.078125 Penalty: 404.066650 Iteration 0F: 2 clusters Score -210984.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3612 members Mstep: Class 2 contains 3579 members Entering Unmasked Estep Score: -206137.046875 Penalty: 808.133301 Iteration 0F: 3 clusters Score -206137 nChanged 3301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -207914.921875 Penalty: 808.133301 Iteration 1F: 3 clusters Score -207914.9 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -208107.843750 Penalty: 808.133301 Iteration 2F: 3 clusters Score -208107.8 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -208388.609375 Penalty: 808.133301 Iteration 3F: 3 clusters Score -208388.6 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4678 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -208790.171875 Penalty: 808.133301 Iteration 4F: 3 clusters Score -208790.2 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -209253.234375 Penalty: 808.133301 Iteration 5F: 3 clusters Score -209253.2 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -209660.625000 Penalty: 808.133301 Iteration 6F: 3 clusters Score -209660.6 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5813 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -210037.312500 Penalty: 808.133301 Iteration 7F: 3 clusters Score -210037.3 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -210349.640625 Penalty: 808.133301 Iteration 8Q: 3 clusters Score -210349.6 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -210544.859375 Penalty: 808.133301 Iteration 9Q: 3 clusters Score -210544.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6180 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -210624.734375 Penalty: 808.133301 Iteration 10Q: 3 clusters Score -210624.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -210662.375000 Penalty: 808.133301 Iteration 11Q: 3 clusters Score -210662.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6275 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -210693.421875 Penalty: 808.133301 Iteration 12Q: 3 clusters Score -210693.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6314 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -210713.703125 Penalty: 808.133301 Iteration 13Q: 3 clusters Score -210713.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -210729.796875 Penalty: 808.133301 Iteration 14Q: 3 clusters Score -210729.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6372 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -210745.250000 Penalty: 808.133301 Iteration 15Q: 3 clusters Score -210745.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6395 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -210754.343750 Penalty: 808.133301 Iteration 16Q: 3 clusters Score -210754.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -210764.062500 Penalty: 808.133301 Iteration 17Q: 3 clusters Score -210764.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -210770.312500 Penalty: 808.133301 Iteration 18Q: 3 clusters Score -210770.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6457 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -210774.953125 Penalty: 808.133301 Iteration 19Q: 3 clusters Score -210775 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6472 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -210779.500000 Penalty: 808.133301 Iteration 20F: 3 clusters Score -210779.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -210784.796875 Penalty: 808.133301 Iteration 21Q: 3 clusters Score -210784.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -210788.890625 Penalty: 808.133301 Iteration 22Q: 3 clusters Score -210788.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6512 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -210792.906250 Penalty: 808.133301 Iteration 23Q: 3 clusters Score -210792.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -210800.171875 Penalty: 808.133301 Iteration 24Q: 3 clusters Score -210800.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -210809.562500 Penalty: 808.133301 Iteration 25Q: 3 clusters Score -210809.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -210815.359375 Penalty: 808.133301 Iteration 26Q: 3 clusters Score -210815.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6564 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -210821.781250 Penalty: 808.133301 Iteration 27Q: 3 clusters Score -210821.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -210827.109375 Penalty: 808.133301 Iteration 28Q: 3 clusters Score -210827.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -210833.000000 Penalty: 808.133301 Iteration 29Q: 3 clusters Score -210833 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6593 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -210843.437500 Penalty: 808.133301 Iteration 30Q: 3 clusters Score -210843.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -210849.671875 Penalty: 808.133301 Iteration 31Q: 3 clusters Score -210849.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -210853.265625 Penalty: 808.133301 Iteration 32Q: 3 clusters Score -210853.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6616 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -210854.140625 Penalty: 808.133301 Iteration 33Q: 3 clusters Score -210854.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -210855.171875 Penalty: 808.133301 Iteration 34Q: 3 clusters Score -210855.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -210855.781250 Penalty: 808.133301 Iteration 35Q: 3 clusters Score -210855.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6622 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -210855.671875 Penalty: 808.133301 Iteration 36Q: 3 clusters Score -210855.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -210855.968750 Penalty: 808.133301 Iteration 37Q: 3 clusters Score -210856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -210855.968750 Penalty: 808.133301 Iteration 38F: 3 clusters Score -210856 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4561 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4561 members Entering Unmasked Estep Score: -138107.109375 Penalty: 383.351013 Iteration 0F: 2 clusters Score -138107.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -135005.875000 Penalty: 766.702026 Iteration 0F: 3 clusters Score -135005.9 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -136164.562500 Penalty: 766.702026 Iteration 1F: 3 clusters Score -136164.6 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -136367.156250 Penalty: 766.702026 Iteration 2F: 3 clusters Score -136367.2 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -136608.843750 Penalty: 766.702026 Iteration 3F: 3 clusters Score -136608.8 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -136874.171875 Penalty: 766.702026 Iteration 4F: 3 clusters Score -136874.2 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -137104.515625 Penalty: 766.702026 Iteration 5F: 3 clusters Score -137104.5 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -137236.828125 Penalty: 766.702026 Iteration 6Q: 3 clusters Score -137236.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -137334.796875 Penalty: 766.702026 Iteration 7Q: 3 clusters Score -137334.8 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -137390.312500 Penalty: 766.702026 Iteration 8Q: 3 clusters Score -137390.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -137435.281250 Penalty: 766.702026 Iteration 9Q: 3 clusters Score -137435.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -137474.390625 Penalty: 766.702026 Iteration 10Q: 3 clusters Score -137474.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3209 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -137507.296875 Penalty: 766.702026 Iteration 11Q: 3 clusters Score -137507.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -137535.546875 Penalty: 766.702026 Iteration 12Q: 3 clusters Score -137535.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3281 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -137556.687500 Penalty: 766.702026 Iteration 13Q: 3 clusters Score -137556.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -137574.390625 Penalty: 766.702026 Iteration 14Q: 3 clusters Score -137574.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -137594.671875 Penalty: 766.702026 Iteration 15Q: 3 clusters Score -137594.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -137615.140625 Penalty: 766.702026 Iteration 16Q: 3 clusters Score -137615.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3391 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -137621.359375 Penalty: 766.702026 Iteration 17Q: 3 clusters Score -137621.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -137630.171875 Penalty: 766.702026 Iteration 18Q: 3 clusters Score -137630.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -137637.406250 Penalty: 766.702026 Iteration 19Q: 3 clusters Score -137637.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -137644.265625 Penalty: 766.702026 Iteration 20F: 3 clusters Score -137644.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3452 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -137650.812500 Penalty: 766.702026 Iteration 21Q: 3 clusters Score -137650.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -137655.359375 Penalty: 766.702026 Iteration 22Q: 3 clusters Score -137655.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -137658.468750 Penalty: 766.702026 Iteration 23Q: 3 clusters Score -137658.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -137665.093750 Penalty: 766.702026 Iteration 24Q: 3 clusters Score -137665.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -137676.562500 Penalty: 766.702026 Iteration 25Q: 3 clusters Score -137676.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -137683.812500 Penalty: 766.702026 Iteration 26Q: 3 clusters Score -137683.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -137689.468750 Penalty: 766.702026 Iteration 27Q: 3 clusters Score -137689.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -137696.125000 Penalty: 766.702026 Iteration 28Q: 3 clusters Score -137696.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -137700.937500 Penalty: 766.702026 Iteration 29Q: 3 clusters Score -137700.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -137703.500000 Penalty: 766.702026 Iteration 30Q: 3 clusters Score -137703.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -137705.468750 Penalty: 766.702026 Iteration 31Q: 3 clusters Score -137705.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -137705.578125 Penalty: 766.702026 Iteration 32Q: 3 clusters Score -137705.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -137706.312500 Penalty: 766.702026 Iteration 33Q: 3 clusters Score -137706.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -137706.609375 Penalty: 766.702026 Iteration 34Q: 3 clusters Score -137706.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3578 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -137706.859375 Penalty: 766.702026 Iteration 35Q: 3 clusters Score -137706.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -137706.812500 Penalty: 766.702026 Iteration 36Q: 3 clusters Score -137706.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -137706.968750 Penalty: 766.702026 Iteration 37Q: 3 clusters Score -137707 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -137706.968750 Penalty: 766.702026 Iteration 38Q: 3 clusters Score -137707 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -137706.984375 Penalty: 766.702026 Iteration 39Q: 3 clusters Score -137707 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -137707.312500 Penalty: 766.702026 Iteration 40F: 3 clusters Score -137707.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -137708.046875 Penalty: 766.702026 Iteration 41Q: 3 clusters Score -137708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3591 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -137708.578125 Penalty: 766.702026 Iteration 42Q: 3 clusters Score -137708.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -137709.156250 Penalty: 766.702026 Iteration 43Q: 3 clusters Score -137709.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3596 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -137709.093750 Penalty: 766.702026 Iteration 44Q: 3 clusters Score -137709.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -137709.703125 Penalty: 766.702026 Iteration 45Q: 3 clusters Score -137709.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3604 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -137710.734375 Penalty: 766.702026 Iteration 46Q: 3 clusters Score -137710.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -137710.906250 Penalty: 766.702026 Iteration 47Q: 3 clusters Score -137710.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -137711.062500 Penalty: 766.702026 Iteration 48Q: 3 clusters Score -137711.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3610 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -137711.062500 Penalty: 766.702026 Iteration 49F: 3 clusters Score -137711.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Entering Unmasked Estep Score: -25748.472656 Penalty: 309.407745 Iteration 0F: 2 clusters Score -25748.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -25018.183594 Penalty: 618.815491 Iteration 0F: 3 clusters Score -25018.18 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -25246.335938 Penalty: 618.815491 Iteration 1F: 3 clusters Score -25246.34 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -25311.142578 Penalty: 618.815491 Iteration 2F: 3 clusters Score -25311.14 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -25357.642578 Penalty: 618.815491 Iteration 3F: 3 clusters Score -25357.64 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -25408.925781 Penalty: 618.815491 Iteration 4F: 3 clusters Score -25408.93 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -25468.355469 Penalty: 618.815491 Iteration 5F: 3 clusters Score -25468.36 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -25519.837891 Penalty: 618.815491 Iteration 6F: 3 clusters Score -25519.84 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -25551.251953 Penalty: 618.815491 Iteration 7Q: 3 clusters Score -25551.25 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -25566.878906 Penalty: 618.815491 Iteration 8Q: 3 clusters Score -25566.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -25585.478516 Penalty: 618.815491 Iteration 9Q: 3 clusters Score -25585.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -25603.300781 Penalty: 618.815491 Iteration 10Q: 3 clusters Score -25603.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -25616.685547 Penalty: 618.815491 Iteration 11Q: 3 clusters Score -25616.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -25636.656250 Penalty: 618.815491 Iteration 12Q: 3 clusters Score -25636.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -25644.460938 Penalty: 618.815491 Iteration 13Q: 3 clusters Score -25644.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -25649.380859 Penalty: 618.815491 Iteration 14Q: 3 clusters Score -25649.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -25650.119141 Penalty: 618.815491 Iteration 15Q: 3 clusters Score -25650.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -25650.771484 Penalty: 618.815491 Iteration 16Q: 3 clusters Score -25650.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -25651.003906 Penalty: 618.815491 Iteration 17Q: 3 clusters Score -25651 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -25651.003906 Penalty: 618.815491 Iteration 18F: 3 clusters Score -25651 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2542 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Entering Unmasked Estep Score: -76384.062500 Penalty: 356.752136 Iteration 0F: 2 clusters Score -76384.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -74596.687500 Penalty: 713.504272 Iteration 0F: 3 clusters Score -74596.69 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -75305.531250 Penalty: 713.504272 Iteration 1F: 3 clusters Score -75305.53 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -75516.546875 Penalty: 713.504272 Iteration 2F: 3 clusters Score -75516.55 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -75679.578125 Penalty: 713.504272 Iteration 3F: 3 clusters Score -75679.58 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -75790.937500 Penalty: 713.504272 Iteration 4F: 3 clusters Score -75790.94 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -75871.109375 Penalty: 713.504272 Iteration 5Q: 3 clusters Score -75871.11 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -75925.046875 Penalty: 713.504272 Iteration 6Q: 3 clusters Score -75925.05 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -75954.445312 Penalty: 713.504272 Iteration 7Q: 3 clusters Score -75954.45 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -75980.718750 Penalty: 713.504272 Iteration 8Q: 3 clusters Score -75980.72 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -75994.718750 Penalty: 713.504272 Iteration 9Q: 3 clusters Score -75994.72 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -76010.296875 Penalty: 713.504272 Iteration 10Q: 3 clusters Score -76010.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -76031.468750 Penalty: 713.504272 Iteration 11Q: 3 clusters Score -76031.47 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -76046.210938 Penalty: 713.504272 Iteration 12Q: 3 clusters Score -76046.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -76051.789062 Penalty: 713.504272 Iteration 13Q: 3 clusters Score -76051.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -76053.421875 Penalty: 713.504272 Iteration 14Q: 3 clusters Score -76053.42 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -76056.585938 Penalty: 713.504272 Iteration 15Q: 3 clusters Score -76056.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -76067.687500 Penalty: 713.504272 Iteration 16Q: 3 clusters Score -76067.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -76078.242188 Penalty: 713.504272 Iteration 17Q: 3 clusters Score -76078.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -76084.437500 Penalty: 713.504272 Iteration 18Q: 3 clusters Score -76084.44 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -76091.210938 Penalty: 713.504272 Iteration 19Q: 3 clusters Score -76091.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -76098.914062 Penalty: 713.504272 Iteration 20F: 3 clusters Score -76098.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -76103.570312 Penalty: 713.504272 Iteration 21Q: 3 clusters Score -76103.57 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -76108.593750 Penalty: 713.504272 Iteration 22Q: 3 clusters Score -76108.59 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -76114.679688 Penalty: 713.504272 Iteration 23Q: 3 clusters Score -76114.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -76118.257812 Penalty: 713.504272 Iteration 24Q: 3 clusters Score -76118.26 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -76123.648438 Penalty: 713.504272 Iteration 25Q: 3 clusters Score -76123.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -76126.609375 Penalty: 713.504272 Iteration 26Q: 3 clusters Score -76126.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -76130.000000 Penalty: 713.504272 Iteration 27Q: 3 clusters Score -76130 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -76132.906250 Penalty: 713.504272 Iteration 28Q: 3 clusters Score -76132.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -76134.789062 Penalty: 713.504272 Iteration 29Q: 3 clusters Score -76134.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -76136.320312 Penalty: 713.504272 Iteration 30Q: 3 clusters Score -76136.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -76138.351562 Penalty: 713.504272 Iteration 31Q: 3 clusters Score -76138.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -76139.585938 Penalty: 713.504272 Iteration 32Q: 3 clusters Score -76139.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2219 members Entering Unmasked Estep Score: -76141.320312 Penalty: 713.504272 Iteration 33Q: 3 clusters Score -76141.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -76142.351562 Penalty: 713.504272 Iteration 34Q: 3 clusters Score -76142.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -76142.601562 Penalty: 713.504272 Iteration 35Q: 3 clusters Score -76142.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -76142.835938 Penalty: 713.504272 Iteration 36Q: 3 clusters Score -76142.84 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 2224 members Entering Unmasked Estep Score: -76142.835938 Penalty: 713.504272 Iteration 37F: 3 clusters Score -76142.84 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Entering Unmasked Estep Score: -102723.546875 Penalty: 370.741119 Iteration 0F: 2 clusters Score -102723.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -100314.328125 Penalty: 741.482239 Iteration 0F: 3 clusters Score -100314.3 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -101281.914062 Penalty: 741.482239 Iteration 1F: 3 clusters Score -101281.9 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -101418.062500 Penalty: 741.482239 Iteration 2F: 3 clusters Score -101418.1 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -101533.242188 Penalty: 741.482239 Iteration 3F: 3 clusters Score -101533.2 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -101658.718750 Penalty: 741.482239 Iteration 4F: 3 clusters Score -101658.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -101772.757812 Penalty: 741.482239 Iteration 5F: 3 clusters Score -101772.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -101876.382812 Penalty: 741.482239 Iteration 6Q: 3 clusters Score -101876.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -101973.679688 Penalty: 741.482239 Iteration 7Q: 3 clusters Score -101973.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -102057.765625 Penalty: 741.482239 Iteration 8Q: 3 clusters Score -102057.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -102133.062500 Penalty: 741.482239 Iteration 9Q: 3 clusters Score -102133.1 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -102190.984375 Penalty: 741.482239 Iteration 10Q: 3 clusters Score -102191 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -102233.460938 Penalty: 741.482239 Iteration 11Q: 3 clusters Score -102233.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -102262.000000 Penalty: 741.482239 Iteration 12Q: 3 clusters Score -102262 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -102295.187500 Penalty: 741.482239 Iteration 13Q: 3 clusters Score -102295.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -102329.117188 Penalty: 741.482239 Iteration 14Q: 3 clusters Score -102329.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -102345.257812 Penalty: 741.482239 Iteration 15Q: 3 clusters Score -102345.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -102357.351562 Penalty: 741.482239 Iteration 16Q: 3 clusters Score -102357.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -102367.867188 Penalty: 741.482239 Iteration 17Q: 3 clusters Score -102367.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -102372.515625 Penalty: 741.482239 Iteration 18Q: 3 clusters Score -102372.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 3185 members Entering Unmasked Estep Score: -102376.640625 Penalty: 741.482239 Iteration 19Q: 3 clusters Score -102376.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 3199 members Entering Unmasked Estep Score: -102380.890625 Penalty: 741.482239 Iteration 20F: 3 clusters Score -102380.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -102384.781250 Penalty: 741.482239 Iteration 21Q: 3 clusters Score -102384.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -102391.164062 Penalty: 741.482239 Iteration 22Q: 3 clusters Score -102391.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -102395.109375 Penalty: 741.482239 Iteration 23Q: 3 clusters Score -102395.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -102399.531250 Penalty: 741.482239 Iteration 24Q: 3 clusters Score -102399.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -102403.140625 Penalty: 741.482239 Iteration 25Q: 3 clusters Score -102403.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -102408.273438 Penalty: 741.482239 Iteration 26Q: 3 clusters Score -102408.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 3261 members Entering Unmasked Estep Score: -102414.054688 Penalty: 741.482239 Iteration 27Q: 3 clusters Score -102414.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -102419.031250 Penalty: 741.482239 Iteration 28Q: 3 clusters Score -102419 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -102421.546875 Penalty: 741.482239 Iteration 29Q: 3 clusters Score -102421.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -102424.390625 Penalty: 741.482239 Iteration 30Q: 3 clusters Score -102424.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -102425.851562 Penalty: 741.482239 Iteration 31Q: 3 clusters Score -102425.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -102427.718750 Penalty: 741.482239 Iteration 32Q: 3 clusters Score -102427.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -102429.437500 Penalty: 741.482239 Iteration 33Q: 3 clusters Score -102429.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -102429.437500 Penalty: 741.482239 Iteration 34F: 3 clusters Score -102429.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2554 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Entering Unmasked Estep Score: -64782.566406 Penalty: 356.966431 Iteration 0F: 2 clusters Score -64782.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -63034.316406 Penalty: 713.932861 Iteration 0F: 3 clusters Score -63034.32 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -63694.699219 Penalty: 713.932861 Iteration 1F: 3 clusters Score -63694.7 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -63809.261719 Penalty: 713.932861 Iteration 2F: 3 clusters Score -63809.26 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -63896.179688 Penalty: 713.932861 Iteration 3F: 3 clusters Score -63896.18 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -63985.886719 Penalty: 713.932861 Iteration 4F: 3 clusters Score -63985.89 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -64071.148438 Penalty: 713.932861 Iteration 5Q: 3 clusters Score -64071.15 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -64165.910156 Penalty: 713.932861 Iteration 6Q: 3 clusters Score -64165.91 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -64234.128906 Penalty: 713.932861 Iteration 7Q: 3 clusters Score -64234.13 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -64291.589844 Penalty: 713.932861 Iteration 8Q: 3 clusters Score -64291.59 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -64338.640625 Penalty: 713.932861 Iteration 9Q: 3 clusters Score -64338.64 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -64379.351562 Penalty: 713.932861 Iteration 10Q: 3 clusters Score -64379.35 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -64407.660156 Penalty: 713.932861 Iteration 11Q: 3 clusters Score -64407.66 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -64427.851562 Penalty: 713.932861 Iteration 12Q: 3 clusters Score -64427.85 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -64445.175781 Penalty: 713.932861 Iteration 13Q: 3 clusters Score -64445.18 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -64453.503906 Penalty: 713.932861 Iteration 14Q: 3 clusters Score -64453.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -64458.679688 Penalty: 713.932861 Iteration 15Q: 3 clusters Score -64458.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -64466.359375 Penalty: 713.932861 Iteration 16Q: 3 clusters Score -64466.36 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -64476.878906 Penalty: 713.932861 Iteration 17Q: 3 clusters Score -64476.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -64487.503906 Penalty: 713.932861 Iteration 18Q: 3 clusters Score -64487.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -64495.496094 Penalty: 713.932861 Iteration 19Q: 3 clusters Score -64495.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -64500.886719 Penalty: 713.932861 Iteration 20F: 3 clusters Score -64500.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2084 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -64507.558594 Penalty: 713.932861 Iteration 21Q: 3 clusters Score -64507.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -64513.460938 Penalty: 713.932861 Iteration 22Q: 3 clusters Score -64513.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -64519.531250 Penalty: 713.932861 Iteration 23Q: 3 clusters Score -64519.53 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -64523.597656 Penalty: 713.932861 Iteration 24Q: 3 clusters Score -64523.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -64526.847656 Penalty: 713.932861 Iteration 25Q: 3 clusters Score -64526.85 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -64529.625000 Penalty: 713.932861 Iteration 26Q: 3 clusters Score -64529.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -64531.101562 Penalty: 713.932861 Iteration 27Q: 3 clusters Score -64531.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -64532.468750 Penalty: 713.932861 Iteration 28Q: 3 clusters Score -64532.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -64533.257812 Penalty: 713.932861 Iteration 29Q: 3 clusters Score -64533.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -64533.988281 Penalty: 713.932861 Iteration 30Q: 3 clusters Score -64533.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -64534.507812 Penalty: 713.932861 Iteration 31Q: 3 clusters Score -64534.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -64536.167969 Penalty: 713.932861 Iteration 32Q: 3 clusters Score -64536.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -64537.531250 Penalty: 713.932861 Iteration 33Q: 3 clusters Score -64537.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -64539.089844 Penalty: 713.932861 Iteration 34Q: 3 clusters Score -64539.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -64539.441406 Penalty: 713.932861 Iteration 35Q: 3 clusters Score -64539.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -64539.441406 Penalty: 713.932861 Iteration 36F: 3 clusters Score -64539.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (222649 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222649 members Entering Unmasked Estep Score: -6432208.000000 Penalty: 560.257507 Iteration 0F: 2 clusters Score -6432208 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111305 members Mstep: Class 2 contains 111344 members Entering Unmasked Estep Score: -6281334.500000 Penalty: 1120.515015 Iteration 0F: 3 clusters Score -6281334 nChanged 109342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100199 members Mstep: Class 2 contains 122450 members Entering Unmasked Estep Score: -6352922.000000 Penalty: 1120.515015 Iteration 1F: 3 clusters Score -6352922 nChanged 11964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94639 members Mstep: Class 2 contains 128010 members Entering Unmasked Estep Score: -6357864.500000 Penalty: 1120.515015 Iteration 2F: 3 clusters Score -6357864 nChanged 12673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88032 members Mstep: Class 2 contains 134617 members Entering Unmasked Estep Score: -6363633.000000 Penalty: 1120.515015 Iteration 3F: 3 clusters Score -6363633 nChanged 13080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80242 members Mstep: Class 2 contains 142407 members Entering Unmasked Estep Score: -6370503.000000 Penalty: 1120.515015 Iteration 4F: 3 clusters Score -6370503 nChanged 12987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71441 members Mstep: Class 2 contains 151208 members Entering Unmasked Estep Score: -6377916.500000 Penalty: 1120.515015 Iteration 5F: 3 clusters Score -6377916 nChanged 12547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61778 members Mstep: Class 2 contains 160871 members Entering Unmasked Estep Score: -6385904.500000 Penalty: 1120.515015 Iteration 6F: 3 clusters Score -6385904 nChanged 11414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52048 members Mstep: Class 2 contains 170601 members Entering Unmasked Estep Score: -6394183.500000 Penalty: 1120.515015 Iteration 7F: 3 clusters Score -6394184 nChanged 10337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42687 members Mstep: Class 2 contains 179962 members Entering Unmasked Estep Score: -6402727.000000 Penalty: 1120.515015 Iteration 8Q: 3 clusters Score -6402727 nChanged 8437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34848 members Mstep: Class 2 contains 187801 members Entering Unmasked Estep Score: -6409722.500000 Penalty: 1120.515015 Iteration 9Q: 3 clusters Score -6409722 nChanged 6443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28783 members Mstep: Class 2 contains 193866 members Entering Unmasked Estep Score: -6414578.500000 Penalty: 1120.515015 Iteration 10Q: 3 clusters Score -6414578 nChanged 4952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23941 members Mstep: Class 2 contains 198708 members Entering Unmasked Estep Score: -6417843.000000 Penalty: 1120.515015 Iteration 11Q: 3 clusters Score -6417843 nChanged 4118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19823 members Mstep: Class 2 contains 202826 members Entering Unmasked Estep Score: -6420319.000000 Penalty: 1120.515015 Iteration 12Q: 3 clusters Score -6420319 nChanged 3639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16184 members Mstep: Class 2 contains 206465 members Entering Unmasked Estep Score: -6422472.000000 Penalty: 1120.515015 Iteration 13Q: 3 clusters Score -6422472 nChanged 3136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 209601 members Entering Unmasked Estep Score: -6424294.500000 Penalty: 1120.515015 Iteration 14Q: 3 clusters Score -6424294 nChanged 2652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 212253 members Entering Unmasked Estep Score: -6425770.500000 Penalty: 1120.515015 Iteration 15Q: 3 clusters Score -6425770 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8145 members Mstep: Class 2 contains 214504 members Entering Unmasked Estep Score: -6426981.000000 Penalty: 1120.515015 Iteration 16Q: 3 clusters Score -6426981 nChanged 1920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6225 members Mstep: Class 2 contains 216424 members Entering Unmasked Estep Score: -6428097.000000 Penalty: 1120.515015 Iteration 17Q: 3 clusters Score -6428097 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4673 members Mstep: Class 2 contains 217976 members Entering Unmasked Estep Score: -6428981.500000 Penalty: 1120.515015 Iteration 18Q: 3 clusters Score -6428982 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 219221 members Entering Unmasked Estep Score: -6429704.000000 Penalty: 1120.515015 Iteration 19Q: 3 clusters Score -6429704 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 220207 members Entering Unmasked Estep Score: -6430328.000000 Penalty: 1120.515015 Iteration 20F: 3 clusters Score -6430328 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 220989 members Entering Unmasked Estep Score: -6430831.000000 Penalty: 1120.515015 Iteration 21Q: 3 clusters Score -6430831 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 221533 members Entering Unmasked Estep Score: -6431114.000000 Penalty: 1120.515015 Iteration 22Q: 3 clusters Score -6431114 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 221894 members Entering Unmasked Estep Score: -6431364.000000 Penalty: 1120.515015 Iteration 23Q: 3 clusters Score -6431364 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 222128 members Entering Unmasked Estep Score: -6431521.500000 Penalty: 1120.515015 Iteration 24Q: 3 clusters Score -6431522 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 222265 members Entering Unmasked Estep Score: -6431596.000000 Penalty: 1120.515015 Iteration 25Q: 3 clusters Score -6431596 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 222342 members Entering Unmasked Estep Score: -6431631.000000 Penalty: 1120.515015 Iteration 26Q: 3 clusters Score -6431631 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 222383 members Entering Unmasked Estep Score: -6431653.500000 Penalty: 1120.515015 Iteration 27Q: 3 clusters Score -6431654 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 222413 members Entering Unmasked Estep Score: -6431665.500000 Penalty: 1120.515015 Iteration 28Q: 3 clusters Score -6431666 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 222439 members Entering Unmasked Estep Score: -6431696.500000 Penalty: 1120.515015 Iteration 29Q: 3 clusters Score -6431696 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 222451 members Entering Unmasked Estep Score: -6431702.000000 Penalty: 1120.515015 Iteration 30Q: 3 clusters Score -6431702 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 222460 members Entering Unmasked Estep Score: -6431712.000000 Penalty: 1120.515015 Iteration 31Q: 3 clusters Score -6431712 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 222471 members Entering Unmasked Estep Score: -6431714.500000 Penalty: 1120.515015 Iteration 32Q: 3 clusters Score -6431714 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 222479 members Entering Unmasked Estep Score: -6431732.500000 Penalty: 1120.515015 Iteration 33Q: 3 clusters Score -6431732 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 222484 members Entering Unmasked Estep Score: -6431740.000000 Penalty: 1120.515015 Iteration 34Q: 3 clusters Score -6431740 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 222488 members Entering Unmasked Estep Score: -6431740.500000 Penalty: 1120.515015 Iteration 35Q: 3 clusters Score -6431740 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 222488 members Entering Unmasked Estep Score: -6431745.000000 Penalty: 1120.515015 Iteration 36Q: 3 clusters Score -6431745 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 222490 members Entering Unmasked Estep Score: -6431746.000000 Penalty: 1120.515015 Iteration 37Q: 3 clusters Score -6431746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 222491 members Entering Unmasked Estep Score: -6431747.500000 Penalty: 1120.515015 Iteration 38Q: 3 clusters Score -6431748 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 222493 members Entering Unmasked Estep Score: -6431753.000000 Penalty: 1120.515015 Iteration 39Q: 3 clusters Score -6431753 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222495 members Entering Unmasked Estep Score: -6431758.000000 Penalty: 1120.515015 Iteration 40F: 3 clusters Score -6431758 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 222495 members Entering Unmasked Estep Score: -6431753.500000 Penalty: 1120.515015 Iteration 41Q: 3 clusters Score -6431754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 222494 members Entering Unmasked Estep Score: -6431755.500000 Penalty: 1120.515015 Iteration 42Q: 3 clusters Score -6431756 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 222494 members Entering Unmasked Estep Score: -6431755.500000 Penalty: 1120.515015 Iteration 43F: 3 clusters Score -6431756 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Entering Unmasked Estep Score: -21989.216797 Penalty: 304.489807 Iteration 0F: 2 clusters Score -21989.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -21332.167969 Penalty: 608.979614 Iteration 0F: 3 clusters Score -21332.17 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -21499.076172 Penalty: 608.979614 Iteration 1F: 3 clusters Score -21499.08 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -21544.316406 Penalty: 608.979614 Iteration 2F: 3 clusters Score -21544.32 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -21576.306641 Penalty: 608.979614 Iteration 3F: 3 clusters Score -21576.31 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -21597.931641 Penalty: 608.979614 Iteration 4Q: 3 clusters Score -21597.93 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -21617.310547 Penalty: 608.979614 Iteration 5Q: 3 clusters Score -21617.31 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -21628.820312 Penalty: 608.979614 Iteration 6Q: 3 clusters Score -21628.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -21642.273438 Penalty: 608.979614 Iteration 7Q: 3 clusters Score -21642.27 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -21654.294922 Penalty: 608.979614 Iteration 8Q: 3 clusters Score -21654.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -21660.322266 Penalty: 608.979614 Iteration 9Q: 3 clusters Score -21660.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -21664.164062 Penalty: 608.979614 Iteration 10Q: 3 clusters Score -21664.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -21669.693359 Penalty: 608.979614 Iteration 11Q: 3 clusters Score -21669.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -21676.060547 Penalty: 608.979614 Iteration 12Q: 3 clusters Score -21676.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -21682.400391 Penalty: 608.979614 Iteration 13Q: 3 clusters Score -21682.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -21686.339844 Penalty: 608.979614 Iteration 14Q: 3 clusters Score -21686.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -21690.105469 Penalty: 608.979614 Iteration 15Q: 3 clusters Score -21690.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -21693.093750 Penalty: 608.979614 Iteration 16Q: 3 clusters Score -21693.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -21696.574219 Penalty: 608.979614 Iteration 17Q: 3 clusters Score -21696.57 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -21699.093750 Penalty: 608.979614 Iteration 18Q: 3 clusters Score -21699.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -21702.177734 Penalty: 608.979614 Iteration 19Q: 3 clusters Score -21702.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -21706.654297 Penalty: 608.979614 Iteration 20F: 3 clusters Score -21706.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -21708.533203 Penalty: 608.979614 Iteration 21Q: 3 clusters Score -21708.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -21710.285156 Penalty: 608.979614 Iteration 22Q: 3 clusters Score -21710.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -21713.056641 Penalty: 608.979614 Iteration 23Q: 3 clusters Score -21713.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -21713.216797 Penalty: 608.979614 Iteration 24Q: 3 clusters Score -21713.22 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -21714.171875 Penalty: 608.979614 Iteration 25Q: 3 clusters Score -21714.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -21714.623047 Penalty: 608.979614 Iteration 26Q: 3 clusters Score -21714.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -21714.775391 Penalty: 608.979614 Iteration 27Q: 3 clusters Score -21714.78 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -21714.978516 Penalty: 608.979614 Iteration 28Q: 3 clusters Score -21714.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -21714.978516 Penalty: 608.979614 Iteration 29F: 3 clusters Score -21714.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Entering Unmasked Estep Score: -49083.515625 Penalty: 341.047150 Iteration 0F: 2 clusters Score -49083.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -47766.531250 Penalty: 682.094299 Iteration 0F: 3 clusters Score -47766.53 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -48184.140625 Penalty: 682.094299 Iteration 1F: 3 clusters Score -48184.14 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -48243.421875 Penalty: 682.094299 Iteration 2F: 3 clusters Score -48243.42 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -48290.976562 Penalty: 682.094299 Iteration 3F: 3 clusters Score -48290.98 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -48343.914062 Penalty: 682.094299 Iteration 4Q: 3 clusters Score -48343.91 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -48397.527344 Penalty: 682.094299 Iteration 5Q: 3 clusters Score -48397.53 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -48456.382812 Penalty: 682.094299 Iteration 6F: 3 clusters Score -48456.38 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -48510.527344 Penalty: 682.094299 Iteration 7Q: 3 clusters Score -48510.53 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -48594.582031 Penalty: 682.094299 Iteration 8F: 3 clusters Score -48594.58 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -48695.808594 Penalty: 682.094299 Iteration 9F: 3 clusters Score -48695.81 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -48766.289062 Penalty: 682.094299 Iteration 10Q: 3 clusters Score -48766.29 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -48795.937500 Penalty: 682.094299 Iteration 11Q: 3 clusters Score -48795.94 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -48817.593750 Penalty: 682.094299 Iteration 12Q: 3 clusters Score -48817.59 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -48838.851562 Penalty: 682.094299 Iteration 13Q: 3 clusters Score -48838.85 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -48853.195312 Penalty: 682.094299 Iteration 14Q: 3 clusters Score -48853.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -48860.277344 Penalty: 682.094299 Iteration 15Q: 3 clusters Score -48860.28 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -48863.886719 Penalty: 682.094299 Iteration 16Q: 3 clusters Score -48863.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -48865.207031 Penalty: 682.094299 Iteration 17Q: 3 clusters Score -48865.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -48866.703125 Penalty: 682.094299 Iteration 18Q: 3 clusters Score -48866.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -48868.230469 Penalty: 682.094299 Iteration 19Q: 3 clusters Score -48868.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -48869.347656 Penalty: 682.094299 Iteration 20F: 3 clusters Score -48869.35 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -48870.367188 Penalty: 682.094299 Iteration 21Q: 3 clusters Score -48870.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -48871.085938 Penalty: 682.094299 Iteration 22Q: 3 clusters Score -48871.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -48871.429688 Penalty: 682.094299 Iteration 23Q: 3 clusters Score -48871.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -48871.714844 Penalty: 682.094299 Iteration 24Q: 3 clusters Score -48871.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -48872.171875 Penalty: 682.094299 Iteration 25Q: 3 clusters Score -48872.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -48872.359375 Penalty: 682.094299 Iteration 26Q: 3 clusters Score -48872.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -48872.359375 Penalty: 682.094299 Iteration 27F: 3 clusters Score -48872.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Entering Unmasked Estep Score: -63338.910156 Penalty: 349.110504 Iteration 0F: 2 clusters Score -63338.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -61772.789062 Penalty: 698.221008 Iteration 0F: 3 clusters Score -61772.79 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -62310.363281 Penalty: 698.221008 Iteration 1F: 3 clusters Score -62310.36 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -62380.390625 Penalty: 698.221008 Iteration 2F: 3 clusters Score -62380.39 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -62443.199219 Penalty: 698.221008 Iteration 3F: 3 clusters Score -62443.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -62510.460938 Penalty: 698.221008 Iteration 4F: 3 clusters Score -62510.46 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -62577.750000 Penalty: 698.221008 Iteration 5F: 3 clusters Score -62577.75 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -62642.906250 Penalty: 698.221008 Iteration 6Q: 3 clusters Score -62642.91 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -62693.605469 Penalty: 698.221008 Iteration 7Q: 3 clusters Score -62693.61 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -62728.222656 Penalty: 698.221008 Iteration 8Q: 3 clusters Score -62728.22 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -62759.250000 Penalty: 698.221008 Iteration 9Q: 3 clusters Score -62759.25 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -62788.046875 Penalty: 698.221008 Iteration 10Q: 3 clusters Score -62788.05 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -62806.906250 Penalty: 698.221008 Iteration 11Q: 3 clusters Score -62806.91 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -62817.085938 Penalty: 698.221008 Iteration 12Q: 3 clusters Score -62817.09 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -62822.976562 Penalty: 698.221008 Iteration 13Q: 3 clusters Score -62822.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -62828.761719 Penalty: 698.221008 Iteration 14Q: 3 clusters Score -62828.76 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -62837.390625 Penalty: 698.221008 Iteration 15Q: 3 clusters Score -62837.39 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -62845.855469 Penalty: 698.221008 Iteration 16Q: 3 clusters Score -62845.86 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -62858.753906 Penalty: 698.221008 Iteration 17Q: 3 clusters Score -62858.75 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -62871.542969 Penalty: 698.221008 Iteration 18Q: 3 clusters Score -62871.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -62882.484375 Penalty: 698.221008 Iteration 19Q: 3 clusters Score -62882.48 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -62895.097656 Penalty: 698.221008 Iteration 20F: 3 clusters Score -62895.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -62905.867188 Penalty: 698.221008 Iteration 21Q: 3 clusters Score -62905.87 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -62919.898438 Penalty: 698.221008 Iteration 22Q: 3 clusters Score -62919.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -62939.773438 Penalty: 698.221008 Iteration 23Q: 3 clusters Score -62939.77 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -62953.785156 Penalty: 698.221008 Iteration 24Q: 3 clusters Score -62953.79 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 743 members Entering Unmasked Estep Score: -62967.046875 Penalty: 698.221008 Iteration 25Q: 3 clusters Score -62967.05 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -62984.261719 Penalty: 698.221008 Iteration 26Q: 3 clusters Score -62984.26 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -63000.636719 Penalty: 698.221008 Iteration 27Q: 3 clusters Score -63000.64 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -63011.992188 Penalty: 698.221008 Iteration 28Q: 3 clusters Score -63011.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -63023.699219 Penalty: 698.221008 Iteration 29Q: 3 clusters Score -63023.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -63039.468750 Penalty: 698.221008 Iteration 30Q: 3 clusters Score -63039.47 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -63052.414062 Penalty: 698.221008 Iteration 31Q: 3 clusters Score -63052.41 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -63058.703125 Penalty: 698.221008 Iteration 32Q: 3 clusters Score -63058.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -63063.535156 Penalty: 698.221008 Iteration 33Q: 3 clusters Score -63063.54 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -63069.457031 Penalty: 698.221008 Iteration 34Q: 3 clusters Score -63069.46 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -63074.710938 Penalty: 698.221008 Iteration 35Q: 3 clusters Score -63074.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -63078.242188 Penalty: 698.221008 Iteration 36Q: 3 clusters Score -63078.24 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -63082.871094 Penalty: 698.221008 Iteration 37Q: 3 clusters Score -63082.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -63086.156250 Penalty: 698.221008 Iteration 38Q: 3 clusters Score -63086.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -63092.265625 Penalty: 698.221008 Iteration 39Q: 3 clusters Score -63092.27 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -63100.011719 Penalty: 698.221008 Iteration 40F: 3 clusters Score -63100.01 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -63107.707031 Penalty: 698.221008 Iteration 41Q: 3 clusters Score -63107.71 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -63117.949219 Penalty: 698.221008 Iteration 42Q: 3 clusters Score -63117.95 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -63140.871094 Penalty: 698.221008 Iteration 43Q: 3 clusters Score -63140.87 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -63189.511719 Penalty: 698.221008 Iteration 44Q: 3 clusters Score -63189.51 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -63231.535156 Penalty: 698.221008 Iteration 45Q: 3 clusters Score -63231.54 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -63268.125000 Penalty: 698.221008 Iteration 46Q: 3 clusters Score -63268.12 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -63299.503906 Penalty: 698.221008 Iteration 47Q: 3 clusters Score -63299.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -63318.210938 Penalty: 698.221008 Iteration 48Q: 3 clusters Score -63318.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -63328.414062 Penalty: 698.221008 Iteration 49Q: 3 clusters Score -63328.41 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -63333.863281 Penalty: 698.221008 Iteration 50Q: 3 clusters Score -63333.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -63336.980469 Penalty: 698.221008 Iteration 51Q: 3 clusters Score -63336.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -63338.425781 Penalty: 698.221008 Iteration 52Q: 3 clusters Score -63338.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -63340.335938 Penalty: 698.221008 Iteration 53Q: 3 clusters Score -63340.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -63341.601562 Penalty: 698.221008 Iteration 54Q: 3 clusters Score -63341.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -63341.921875 Penalty: 698.221008 Iteration 55Q: 3 clusters Score -63341.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -63341.980469 Penalty: 698.221008 Iteration 56Q: 3 clusters Score -63341.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -63342.046875 Penalty: 698.221008 Iteration 57Q: 3 clusters Score -63342.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -63342.046875 Penalty: 698.221008 Iteration 58F: 3 clusters Score -63342.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7020 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6425 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 6302 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 1105 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Mstep: Class 29 contains 1044 members Entering Unmasked Estep Score: -9335680.000000 Penalty: 16814.830078 Splitting cluster 23 changes total score from -9335915.000000 to -9335680.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 24 (571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Entering Unmasked Estep Score: -11828.924805 Penalty: 288.806213 Iteration 0F: 2 clusters Score -11828.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -11306.244141 Penalty: 577.612427 Iteration 0F: 3 clusters Score -11306.24 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -11496.366211 Penalty: 577.612427 Iteration 1F: 3 clusters Score -11496.37 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -11581.605469 Penalty: 577.612427 Iteration 2F: 3 clusters Score -11581.61 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -11651.193359 Penalty: 577.612427 Iteration 3F: 3 clusters Score -11651.19 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -11680.587891 Penalty: 577.612427 Iteration 4F: 3 clusters Score -11680.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -11696.459961 Penalty: 577.612427 Iteration 5Q: 3 clusters Score -11696.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -11704.377930 Penalty: 577.612427 Iteration 6Q: 3 clusters Score -11704.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -11710.644531 Penalty: 577.612427 Iteration 7Q: 3 clusters Score -11710.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -11718.811523 Penalty: 577.612427 Iteration 8Q: 3 clusters Score -11718.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -11723.344727 Penalty: 577.612427 Iteration 9Q: 3 clusters Score -11723.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -11726.834961 Penalty: 577.612427 Iteration 10Q: 3 clusters Score -11726.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -11727.980469 Penalty: 577.612427 Iteration 11Q: 3 clusters Score -11727.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -11728.875000 Penalty: 577.612427 Iteration 12Q: 3 clusters Score -11728.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -11730.116211 Penalty: 577.612427 Iteration 13Q: 3 clusters Score -11730.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -11732.890625 Penalty: 577.612427 Iteration 14Q: 3 clusters Score -11732.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -11734.203125 Penalty: 577.612427 Iteration 15Q: 3 clusters Score -11734.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -11734.541016 Penalty: 577.612427 Iteration 16Q: 3 clusters Score -11734.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -11734.541016 Penalty: 577.612427 Iteration 17F: 3 clusters Score -11734.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (1197 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Entering Unmasked Estep Score: -25486.554688 Penalty: 322.484589 Iteration 0F: 2 clusters Score -25486.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -24538.970703 Penalty: 644.969177 Iteration 0F: 3 clusters Score -24538.97 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -24887.435547 Penalty: 644.969177 Iteration 1F: 3 clusters Score -24887.44 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -25027.943359 Penalty: 644.969177 Iteration 2F: 3 clusters Score -25027.94 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -25136.291016 Penalty: 644.969177 Iteration 3F: 3 clusters Score -25136.29 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -25267.984375 Penalty: 644.969177 Iteration 4F: 3 clusters Score -25267.98 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -25349.650391 Penalty: 644.969177 Iteration 5F: 3 clusters Score -25349.65 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -25460.060547 Penalty: 644.969177 Iteration 6F: 3 clusters Score -25460.06 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -25556.203125 Penalty: 644.969177 Iteration 7F: 3 clusters Score -25556.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -25658.673828 Penalty: 644.969177 Iteration 8F: 3 clusters Score -25658.67 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -25724.207031 Penalty: 644.969177 Iteration 9Q: 3 clusters Score -25724.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -25742.466797 Penalty: 644.969177 Iteration 10Q: 3 clusters Score -25742.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -25745.660156 Penalty: 644.969177 Iteration 11Q: 3 clusters Score -25745.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -25747.478516 Penalty: 644.969177 Iteration 12Q: 3 clusters Score -25747.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25747.742188 Penalty: 644.969177 Iteration 13Q: 3 clusters Score -25747.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -25747.742188 Penalty: 644.969177 Iteration 14F: 3 clusters Score -25747.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7020 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6425 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 6302 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 2149 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 872 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 11614 members Mstep: Class 28 contains 2174 members Mstep: Class 29 contains 325 members Entering Unmasked Estep Score: -9335912.000000 Penalty: 16814.830078 Splitting cluster 25 changes total score from -9335915.000000 to -9335912.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 26 (1600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Entering Unmasked Estep Score: -45862.015625 Penalty: 335.688019 Iteration 0F: 2 clusters Score -45862.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -44682.945312 Penalty: 671.376038 Iteration 0F: 3 clusters Score -44682.95 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -45081.425781 Penalty: 671.376038 Iteration 1F: 3 clusters Score -45081.43 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -45151.664062 Penalty: 671.376038 Iteration 2F: 3 clusters Score -45151.66 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -45210.886719 Penalty: 671.376038 Iteration 3F: 3 clusters Score -45210.89 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -45258.281250 Penalty: 671.376038 Iteration 4Q: 3 clusters Score -45258.28 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -45304.621094 Penalty: 671.376038 Iteration 5Q: 3 clusters Score -45304.62 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -45356.433594 Penalty: 671.376038 Iteration 6Q: 3 clusters Score -45356.43 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -45412.023438 Penalty: 671.376038 Iteration 7Q: 3 clusters Score -45412.02 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -45454.800781 Penalty: 671.376038 Iteration 8Q: 3 clusters Score -45454.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -45495.738281 Penalty: 671.376038 Iteration 9Q: 3 clusters Score -45495.74 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -45535.914062 Penalty: 671.376038 Iteration 10Q: 3 clusters Score -45535.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -45553.433594 Penalty: 671.376038 Iteration 11Q: 3 clusters Score -45553.43 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -45562.664062 Penalty: 671.376038 Iteration 12Q: 3 clusters Score -45562.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -45571.183594 Penalty: 671.376038 Iteration 13Q: 3 clusters Score -45571.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -45574.675781 Penalty: 671.376038 Iteration 14Q: 3 clusters Score -45574.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -45577.375000 Penalty: 671.376038 Iteration 15Q: 3 clusters Score -45577.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -45581.437500 Penalty: 671.376038 Iteration 16Q: 3 clusters Score -45581.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -45584.539062 Penalty: 671.376038 Iteration 17Q: 3 clusters Score -45584.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -45586.062500 Penalty: 671.376038 Iteration 18Q: 3 clusters Score -45586.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -45586.617188 Penalty: 671.376038 Iteration 19Q: 3 clusters Score -45586.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -45587.625000 Penalty: 671.376038 Iteration 20F: 3 clusters Score -45587.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -45588.496094 Penalty: 671.376038 Iteration 21Q: 3 clusters Score -45588.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -45588.691406 Penalty: 671.376038 Iteration 22Q: 3 clusters Score -45588.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -45589.128906 Penalty: 671.376038 Iteration 23Q: 3 clusters Score -45589.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -45589.441406 Penalty: 671.376038 Iteration 24Q: 3 clusters Score -45589.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -45590.242188 Penalty: 671.376038 Iteration 25Q: 3 clusters Score -45590.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -45591.515625 Penalty: 671.376038 Iteration 26Q: 3 clusters Score -45591.52 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -45593.164062 Penalty: 671.376038 Iteration 27Q: 3 clusters Score -45593.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -45594.031250 Penalty: 671.376038 Iteration 28Q: 3 clusters Score -45594.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -45595.214844 Penalty: 671.376038 Iteration 29Q: 3 clusters Score -45595.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -45596.949219 Penalty: 671.376038 Iteration 30Q: 3 clusters Score -45596.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -45599.585938 Penalty: 671.376038 Iteration 31Q: 3 clusters Score -45599.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -45600.613281 Penalty: 671.376038 Iteration 32Q: 3 clusters Score -45600.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -45600.613281 Penalty: 671.376038 Iteration 33F: 3 clusters Score -45600.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (11614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11614 members Entering Unmasked Estep Score: -333834.218750 Penalty: 425.878479 Iteration 0F: 2 clusters Score -333834.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5809 members Mstep: Class 2 contains 5805 members Entering Unmasked Estep Score: -326142.562500 Penalty: 851.756958 Iteration 0F: 3 clusters Score -326142.6 nChanged 5380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 5775 members Entering Unmasked Estep Score: -329389.000000 Penalty: 851.756958 Iteration 1F: 3 clusters Score -329389 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6014 members Mstep: Class 2 contains 5600 members Entering Unmasked Estep Score: -329900.062500 Penalty: 851.756958 Iteration 2F: 3 clusters Score -329900.1 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6311 members Mstep: Class 2 contains 5303 members Entering Unmasked Estep Score: -330648.218750 Penalty: 851.756958 Iteration 3F: 3 clusters Score -330648.2 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6677 members Mstep: Class 2 contains 4937 members Entering Unmasked Estep Score: -331455.250000 Penalty: 851.756958 Iteration 4F: 3 clusters Score -331455.2 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 4633 members Entering Unmasked Estep Score: -331994.937500 Penalty: 851.756958 Iteration 5F: 3 clusters Score -331994.9 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 4403 members Entering Unmasked Estep Score: -332302.875000 Penalty: 851.756958 Iteration 6F: 3 clusters Score -332302.9 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 4211 members Entering Unmasked Estep Score: -332485.843750 Penalty: 851.756958 Iteration 7Q: 3 clusters Score -332485.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Mstep: Class 2 contains 4047 members Entering Unmasked Estep Score: -332600.343750 Penalty: 851.756958 Iteration 8Q: 3 clusters Score -332600.3 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7727 members Mstep: Class 2 contains 3887 members Entering Unmasked Estep Score: -332693.281250 Penalty: 851.756958 Iteration 9Q: 3 clusters Score -332693.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7900 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -332784.781250 Penalty: 851.756958 Iteration 10Q: 3 clusters Score -332784.8 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 3533 members Entering Unmasked Estep Score: -332868.218750 Penalty: 851.756958 Iteration 11Q: 3 clusters Score -332868.2 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8250 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -332946.531250 Penalty: 851.756958 Iteration 12Q: 3 clusters Score -332946.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -333017.937500 Penalty: 851.756958 Iteration 13Q: 3 clusters Score -333017.9 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -333075.531250 Penalty: 851.756958 Iteration 14Q: 3 clusters Score -333075.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8776 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -333123.437500 Penalty: 851.756958 Iteration 15Q: 3 clusters Score -333123.4 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8947 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -333178.625000 Penalty: 851.756958 Iteration 16Q: 3 clusters Score -333178.6 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9136 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -333236.281250 Penalty: 851.756958 Iteration 17Q: 3 clusters Score -333236.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9314 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -333294.406250 Penalty: 851.756958 Iteration 18Q: 3 clusters Score -333294.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -333373.875000 Penalty: 851.756958 Iteration 19Q: 3 clusters Score -333373.9 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -333505.000000 Penalty: 851.756958 Iteration 20F: 3 clusters Score -333505 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9863 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -333668.843750 Penalty: 851.756958 Iteration 21Q: 3 clusters Score -333668.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10015 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -333812.718750 Penalty: 851.756958 Iteration 22Q: 3 clusters Score -333812.7 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10131 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -333911.687500 Penalty: 851.756958 Iteration 23Q: 3 clusters Score -333911.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -333979.750000 Penalty: 851.756958 Iteration 24Q: 3 clusters Score -333979.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10284 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -334009.468750 Penalty: 851.756958 Iteration 25Q: 3 clusters Score -334009.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10329 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -334025.593750 Penalty: 851.756958 Iteration 26Q: 3 clusters Score -334025.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -334037.843750 Penalty: 851.756958 Iteration 27Q: 3 clusters Score -334037.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10393 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -334046.093750 Penalty: 851.756958 Iteration 28Q: 3 clusters Score -334046.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10417 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -334049.625000 Penalty: 851.756958 Iteration 29Q: 3 clusters Score -334049.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -334051.562500 Penalty: 851.756958 Iteration 30Q: 3 clusters Score -334051.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -334053.281250 Penalty: 851.756958 Iteration 31Q: 3 clusters Score -334053.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10459 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -334054.062500 Penalty: 851.756958 Iteration 32Q: 3 clusters Score -334054.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10466 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -334055.406250 Penalty: 851.756958 Iteration 33Q: 3 clusters Score -334055.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10470 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -334055.406250 Penalty: 851.756958 Iteration 34Q: 3 clusters Score -334055.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -334055.437500 Penalty: 851.756958 Iteration 35Q: 3 clusters Score -334055.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10481 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -334055.625000 Penalty: 851.756958 Iteration 36Q: 3 clusters Score -334055.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10490 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -334057.343750 Penalty: 851.756958 Iteration 37Q: 3 clusters Score -334057.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10495 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -334057.343750 Penalty: 851.756958 Iteration 38Q: 3 clusters Score -334057.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10501 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -334058.562500 Penalty: 851.756958 Iteration 39Q: 3 clusters Score -334058.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10505 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -334059.125000 Penalty: 851.756958 Iteration 40F: 3 clusters Score -334059.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -334058.312500 Penalty: 851.756958 Iteration 41Q: 3 clusters Score -334058.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -334058.656250 Penalty: 851.756958 Iteration 42Q: 3 clusters Score -334058.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -334058.437500 Penalty: 851.756958 Iteration 43Q: 3 clusters Score -334058.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10511 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -334058.937500 Penalty: 851.756958 Iteration 44Q: 3 clusters Score -334058.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -334058.875000 Penalty: 851.756958 Iteration 45Q: 3 clusters Score -334058.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10512 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -334058.875000 Penalty: 851.756958 Iteration 46F: 3 clusters Score -334058.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7020 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6425 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 6302 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 2149 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10512 members Mstep: Class 28 contains 2174 members Mstep: Class 29 contains 1102 members Entering Unmasked Estep Score: -9335993.000000 Penalty: 16814.830078 Splitting cluster 27 changes total score from -9335915.000000 to -9335993.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 28 (2174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Entering Unmasked Estep Score: -66619.726562 Penalty: 349.636749 Iteration 0F: 2 clusters Score -66619.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -65031.234375 Penalty: 699.273499 Iteration 0F: 3 clusters Score -65031.23 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -65543.953125 Penalty: 699.273499 Iteration 1F: 3 clusters Score -65543.95 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -65650.820312 Penalty: 699.273499 Iteration 2F: 3 clusters Score -65650.82 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -65718.968750 Penalty: 699.273499 Iteration 3F: 3 clusters Score -65718.97 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -65788.867188 Penalty: 699.273499 Iteration 4Q: 3 clusters Score -65788.87 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -65856.304688 Penalty: 699.273499 Iteration 5Q: 3 clusters Score -65856.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -65928.015625 Penalty: 699.273499 Iteration 6Q: 3 clusters Score -65928.02 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -65990.742188 Penalty: 699.273499 Iteration 7Q: 3 clusters Score -65990.74 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -66025.312500 Penalty: 699.273499 Iteration 8Q: 3 clusters Score -66025.31 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -66038.625000 Penalty: 699.273499 Iteration 9Q: 3 clusters Score -66038.62 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -66050.882812 Penalty: 699.273499 Iteration 10Q: 3 clusters Score -66050.88 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -66061.757812 Penalty: 699.273499 Iteration 11Q: 3 clusters Score -66061.76 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -66071.445312 Penalty: 699.273499 Iteration 12Q: 3 clusters Score -66071.45 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -66078.648438 Penalty: 699.273499 Iteration 13Q: 3 clusters Score -66078.65 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -66088.296875 Penalty: 699.273499 Iteration 14Q: 3 clusters Score -66088.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1637 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -66102.734375 Penalty: 699.273499 Iteration 15Q: 3 clusters Score -66102.73 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -66118.507812 Penalty: 699.273499 Iteration 16Q: 3 clusters Score -66118.51 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -66130.171875 Penalty: 699.273499 Iteration 17Q: 3 clusters Score -66130.17 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -66136.195312 Penalty: 699.273499 Iteration 18Q: 3 clusters Score -66136.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -66141.585938 Penalty: 699.273499 Iteration 19Q: 3 clusters Score -66141.59 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -66144.570312 Penalty: 699.273499 Iteration 20F: 3 clusters Score -66144.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -66148.078125 Penalty: 699.273499 Iteration 21Q: 3 clusters Score -66148.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -66155.296875 Penalty: 699.273499 Iteration 22Q: 3 clusters Score -66155.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -66158.968750 Penalty: 699.273499 Iteration 23Q: 3 clusters Score -66158.97 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -66162.296875 Penalty: 699.273499 Iteration 24Q: 3 clusters Score -66162.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -66166.851562 Penalty: 699.273499 Iteration 25Q: 3 clusters Score -66166.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -66168.304688 Penalty: 699.273499 Iteration 26Q: 3 clusters Score -66168.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -66171.648438 Penalty: 699.273499 Iteration 27Q: 3 clusters Score -66171.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -66176.460938 Penalty: 699.273499 Iteration 28Q: 3 clusters Score -66176.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -66181.757812 Penalty: 699.273499 Iteration 29Q: 3 clusters Score -66181.76 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -66188.390625 Penalty: 699.273499 Iteration 30Q: 3 clusters Score -66188.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -66192.265625 Penalty: 699.273499 Iteration 31Q: 3 clusters Score -66192.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -66193.945312 Penalty: 699.273499 Iteration 32Q: 3 clusters Score -66193.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -66196.859375 Penalty: 699.273499 Iteration 33Q: 3 clusters Score -66196.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -66197.984375 Penalty: 699.273499 Iteration 34Q: 3 clusters Score -66197.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -66198.632812 Penalty: 699.273499 Iteration 35Q: 3 clusters Score -66198.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -66198.632812 Penalty: 699.273499 Iteration 36F: 3 clusters Score -66198.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 7020 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12953 members Mstep: Class 9 contains 6425 members Mstep: Class 10 contains 722 members Mstep: Class 11 contains 6302 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 2149 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1197 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10512 members Mstep: Class 28 contains 2174 members Entering Unmasked Estep ConsiderDeletion Score: -9336006.000000 Penalty: 16814.830078 Iteration 119Q: 30 clusters Score -9336006 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 7018 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6427 members Mstep: Class 10 contains 718 members Mstep: Class 11 contains 6302 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1977 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 2153 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1207 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10521 members Mstep: Class 28 contains 2155 members Mstep: Class 29 contains 1100 members Entering Unmasked Estep ConsiderDeletion Score: -9336164.000000 Penalty: 16814.830078 Iteration 120F: 30 clusters Score -9336164 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 192 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14101 members Mstep: Class 5 contains 7018 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6429 members Mstep: Class 10 contains 716 members Mstep: Class 11 contains 6303 members Mstep: Class 12 contains 1853 members Mstep: Class 13 contains 1974 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 2154 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1103 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10534 members Mstep: Class 28 contains 2146 members Mstep: Class 29 contains 1205 members Entering Unmasked Estep ConsiderDeletion Score: -9336319.000000 Penalty: 16814.830078 Iteration 121Q: 30 clusters Score -9336319 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 191 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 7019 members Mstep: Class 6 contains 20653 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6430 members Mstep: Class 10 contains 712 members Mstep: Class 11 contains 6307 members Mstep: Class 12 contains 1852 members Mstep: Class 13 contains 1971 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222650 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2156 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 1023 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10561 members Mstep: Class 28 contains 2138 members Mstep: Class 29 contains 1264 members Entering Unmasked Estep ConsiderDeletion Score: -9336444.000000 Penalty: 16814.830078 Iteration 122Q: 30 clusters Score -9336444 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 7018 members Mstep: Class 6 contains 20654 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6431 members Mstep: Class 10 contains 709 members Mstep: Class 11 contains 6312 members Mstep: Class 12 contains 1850 members Mstep: Class 13 contains 1972 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222651 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1802 members Mstep: Class 23 contains 2161 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 958 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10598 members Mstep: Class 28 contains 2124 members Mstep: Class 29 contains 1297 members Entering Unmasked Estep ConsiderDeletion Score: -9336549.000000 Penalty: 16814.830078 Iteration 123Q: 30 clusters Score -9336549 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 7014 members Mstep: Class 6 contains 20654 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6433 members Mstep: Class 10 contains 706 members Mstep: Class 11 contains 6317 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1976 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2552 members Mstep: Class 20 contains 222651 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1801 members Mstep: Class 23 contains 2169 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 938 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10647 members Mstep: Class 28 contains 2109 members Mstep: Class 29 contains 1278 members Entering Unmasked Estep ConsiderDeletion Score: -9336601.000000 Penalty: 16814.830078 Iteration 124Q: 30 clusters Score -9336601 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 7011 members Mstep: Class 6 contains 20658 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6436 members Mstep: Class 10 contains 704 members Mstep: Class 11 contains 6316 members Mstep: Class 12 contains 1846 members Mstep: Class 13 contains 1985 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2551 members Mstep: Class 20 contains 222651 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1800 members Mstep: Class 23 contains 2172 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 929 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10673 members Mstep: Class 28 contains 2096 members Mstep: Class 29 contains 1265 members Entering Unmasked Estep ConsiderDeletion Score: -9336616.000000 Penalty: 16814.830078 Iteration 125Q: 30 clusters Score -9336616 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2266 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 7008 members Mstep: Class 6 contains 20659 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6437 members Mstep: Class 10 contains 702 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1846 members Mstep: Class 13 contains 1988 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2552 members Mstep: Class 20 contains 222649 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1801 members Mstep: Class 23 contains 2177 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 928 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10692 members Mstep: Class 28 contains 2091 members Mstep: Class 29 contains 1251 members Entering Unmasked Estep ConsiderDeletion Score: -9336613.000000 Penalty: 16814.830078 Iteration 126Q: 30 clusters Score -9336613 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 7002 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6438 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1991 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222647 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1804 members Mstep: Class 23 contains 2187 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 924 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10710 members Mstep: Class 28 contains 2083 members Mstep: Class 29 contains 1242 members Entering Unmasked Estep ConsiderDeletion Score: -9336593.000000 Penalty: 16814.830078 Iteration 127Q: 30 clusters Score -9336593 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6995 members Mstep: Class 6 contains 20656 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6435 members Mstep: Class 10 contains 698 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1994 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222646 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1807 members Mstep: Class 23 contains 2193 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 923 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10727 members Mstep: Class 28 contains 2075 members Mstep: Class 29 contains 1231 members Entering Unmasked Estep ConsiderDeletion Score: -9336589.000000 Penalty: 16814.830078 Iteration 128Q: 30 clusters Score -9336589 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6993 members Mstep: Class 6 contains 20656 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6436 members Mstep: Class 10 contains 696 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1808 members Mstep: Class 23 contains 2194 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 922 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10739 members Mstep: Class 28 contains 2072 members Mstep: Class 29 contains 1222 members Entering Unmasked Estep ConsiderDeletion Score: -9336584.000000 Penalty: 16814.830078 Iteration 129Q: 30 clusters Score -9336584 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6993 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 694 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1807 members Mstep: Class 23 contains 2193 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 923 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10752 members Mstep: Class 28 contains 2069 members Mstep: Class 29 contains 1212 members Entering Unmasked Estep ConsiderDeletion Score: -9336575.000000 Penalty: 16814.830078 Iteration 130Q: 30 clusters Score -9336575 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6992 members Mstep: Class 6 contains 20658 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6441 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1807 members Mstep: Class 23 contains 2193 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 922 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10761 members Mstep: Class 28 contains 2068 members Mstep: Class 29 contains 1205 members Entering Unmasked Estep ConsiderDeletion Score: -9336577.000000 Penalty: 16814.830078 Iteration 131Q: 30 clusters Score -9336577 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6440 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2195 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 922 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10768 members Mstep: Class 28 contains 2068 members Mstep: Class 29 contains 1198 members Entering Unmasked Estep ConsiderDeletion Score: -9336567.000000 Penalty: 16814.830078 Iteration 132Q: 30 clusters Score -9336567 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6440 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 922 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10774 members Mstep: Class 28 contains 2068 members Mstep: Class 29 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -9336565.000000 Penalty: 16814.830078 Iteration 133Q: 30 clusters Score -9336565 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 922 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10778 members Mstep: Class 28 contains 2067 members Mstep: Class 29 contains 1189 members Entering Unmasked Estep ConsiderDeletion Score: -9336568.000000 Penalty: 16814.830078 Iteration 134Q: 30 clusters Score -9336568 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 570 members Mstep: Class 25 contains 922 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10781 members Mstep: Class 28 contains 2066 members Mstep: Class 29 contains 1187 members Entering Unmasked Estep ConsiderDeletion Score: -9336565.000000 Penalty: 16814.830078 Iteration 135Q: 30 clusters Score -9336565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2555 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 569 members Mstep: Class 25 contains 922 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10783 members Mstep: Class 28 contains 2066 members Mstep: Class 29 contains 1185 members Entering Unmasked Estep ConsiderDeletion Score: -9336566.000000 Penalty: 16814.830078 Iteration 136Q: 30 clusters Score -9336566 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222645 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 570 members Mstep: Class 25 contains 922 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10784 members Mstep: Class 28 contains 2066 members Mstep: Class 29 contains 1184 members Entering Unmasked Estep ConsiderDeletion Score: -9336573.000000 Penalty: 16814.830078 Iteration 137Q: 30 clusters Score -9336573 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222644 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 921 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10785 members Mstep: Class 28 contains 2066 members Mstep: Class 29 contains 1184 members Entering Unmasked Estep ConsiderDeletion Score: -9336568.000000 Penalty: 16814.830078 Iteration 138Q: 30 clusters Score -9336568 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222644 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 920 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10787 members Mstep: Class 28 contains 2065 members Mstep: Class 29 contains 1184 members Entering Unmasked Estep ConsiderDeletion Score: -9336571.000000 Penalty: 16814.830078 Iteration 139Q: 30 clusters Score -9336571 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222644 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 919 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10788 members Mstep: Class 28 contains 2064 members Mstep: Class 29 contains 1185 members Entering Unmasked Estep ConsiderDeletion Score: -9336593.000000 Penalty: 16814.830078 Iteration 140F: 30 clusters Score -9336593 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1848 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222644 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 897 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10789 members Mstep: Class 28 contains 2063 members Mstep: Class 29 contains 1207 members Entering Unmasked Estep ConsiderDeletion Score: -9336614.000000 Penalty: 16814.830078 Iteration 141Q: 30 clusters Score -9336614 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2554 members Mstep: Class 20 contains 222643 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 881 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10794 members Mstep: Class 28 contains 2062 members Mstep: Class 29 contains 1221 members Entering Unmasked Estep ConsiderDeletion Score: -9336653.000000 Penalty: 16814.830078 Iteration 142Q: 30 clusters Score -9336653 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 190 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2553 members Mstep: Class 20 contains 222642 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 860 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10803 members Mstep: Class 28 contains 2060 members Mstep: Class 29 contains 1237 members Entering Unmasked Estep ConsiderDeletion Score: -9336691.000000 Penalty: 16814.830078 Iteration 143Q: 30 clusters Score -9336691 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 191 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14099 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4561 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2551 members Mstep: Class 20 contains 222641 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 571 members Mstep: Class 25 contains 842 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10818 members Mstep: Class 28 contains 2059 members Mstep: Class 29 contains 1241 members Entering Unmasked Estep ConsiderDeletion Score: -9336737.000000 Penalty: 16814.830078 Iteration 144Q: 30 clusters Score -9336737 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 191 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20658 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12956 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6318 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1994 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4560 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2542 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2549 members Mstep: Class 20 contains 222637 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 824 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10836 members Mstep: Class 28 contains 2059 members Mstep: Class 29 contains 1240 members Entering Unmasked Estep ConsiderDeletion Score: -9336732.000000 Penalty: 16814.830078 Iteration 145Q: 30 clusters Score -9336732 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 194 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6317 members Mstep: Class 12 contains 1846 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4559 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2543 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2547 members Mstep: Class 20 contains 222636 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 812 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10853 members Mstep: Class 28 contains 2059 members Mstep: Class 29 contains 1230 members Entering Unmasked Estep ConsiderDeletion Score: -9336742.000000 Penalty: 16814.830078 Iteration 146Q: 30 clusters Score -9336742 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6318 members Mstep: Class 12 contains 1846 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4556 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2545 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2546 members Mstep: Class 20 contains 222634 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 807 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10872 members Mstep: Class 28 contains 2059 members Mstep: Class 29 contains 1216 members Entering Unmasked Estep ConsiderDeletion Score: -9336755.000000 Penalty: 16814.830078 Iteration 147Q: 30 clusters Score -9336755 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14100 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6317 members Mstep: Class 12 contains 1846 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4554 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2547 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2545 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 809 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10886 members Mstep: Class 28 contains 2059 members Mstep: Class 29 contains 1203 members Entering Unmasked Estep ConsiderDeletion Score: -9336763.000000 Penalty: 16814.830078 Iteration 148Q: 30 clusters Score -9336763 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14101 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20661 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6316 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4550 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2551 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2545 members Mstep: Class 20 contains 222631 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 810 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10894 members Mstep: Class 28 contains 2058 members Mstep: Class 29 contains 1197 members Entering Unmasked Estep ConsiderDeletion Score: -9336757.000000 Penalty: 16814.830078 Iteration 149Q: 30 clusters Score -9336757 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20661 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4546 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2554 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2543 members Mstep: Class 20 contains 222632 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 810 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10899 members Mstep: Class 28 contains 2058 members Mstep: Class 29 contains 1194 members Entering Unmasked Estep ConsiderDeletion Score: -9336763.000000 Penalty: 16814.830078 Iteration 150Q: 30 clusters Score -9336763 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20661 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4542 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2558 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2540 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10902 members Mstep: Class 28 contains 2058 members Mstep: Class 29 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -9336759.000000 Penalty: 16814.830078 Iteration 151Q: 30 clusters Score -9336759 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20661 members Mstep: Class 7 contains 1233 members Mstep: Class 8 contains 12955 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4538 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2562 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2540 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10903 members Mstep: Class 28 contains 2058 members Mstep: Class 29 contains 1192 members Entering Unmasked Estep ConsiderDeletion Score: -9336771.000000 Penalty: 16814.830078 Iteration 152Q: 30 clusters Score -9336771 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1232 members Mstep: Class 8 contains 12956 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4534 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2565 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2540 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10904 members Mstep: Class 28 contains 2058 members Mstep: Class 29 contains 1191 members Entering Unmasked Estep ConsiderDeletion Score: -9336772.000000 Penalty: 16814.830078 Iteration 153Q: 30 clusters Score -9336772 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12956 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6314 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4527 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2570 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2540 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 810 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10904 members Mstep: Class 28 contains 2057 members Mstep: Class 29 contains 1193 members Entering Unmasked Estep ConsiderDeletion Score: -9336780.000000 Penalty: 16814.830078 Iteration 154Q: 30 clusters Score -9336780 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 12956 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4523 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2573 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2539 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 810 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10907 members Mstep: Class 28 contains 2056 members Mstep: Class 29 contains 1191 members Entering Unmasked Estep ConsiderDeletion Score: -9336770.000000 Penalty: 16814.830078 Iteration 155Q: 30 clusters Score -9336770 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14102 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 12956 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1846 members Mstep: Class 13 contains 1995 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4518 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2578 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2539 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10910 members Mstep: Class 28 contains 2055 members Mstep: Class 29 contains 1189 members Entering Unmasked Estep ConsiderDeletion Score: -9336773.000000 Penalty: 16814.830078 Iteration 156Q: 30 clusters Score -9336773 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 12954 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 1993 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4514 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2583 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2539 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 812 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10913 members Mstep: Class 28 contains 2055 members Mstep: Class 29 contains 1188 members Entering Unmasked Estep ConsiderDeletion Score: -9336782.000000 Penalty: 16814.830078 Iteration 157Q: 30 clusters Score -9336782 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20663 members Mstep: Class 7 contains 1235 members Mstep: Class 8 contains 12951 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 1992 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4511 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2589 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2537 members Mstep: Class 20 contains 222632 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10915 members Mstep: Class 28 contains 2055 members Mstep: Class 29 contains 1188 members Entering Unmasked Estep ConsiderDeletion Score: -9336790.000000 Penalty: 16814.830078 Iteration 158Q: 30 clusters Score -9336790 nChanged 15 Entering ConstructFrom: Score: -9336790.000000 Penalty: 16814.830078 Entering ConstructFrom: Trying to split cluster 1 (778 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Entering Unmasked Estep Score: -15840.652344 Penalty: 302.881042 Iteration 0F: 2 clusters Score -15840.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -15181.838867 Penalty: 605.762085 Iteration 0F: 3 clusters Score -15181.84 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -15563.840820 Penalty: 605.762085 Iteration 1F: 3 clusters Score -15563.84 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -15733.665039 Penalty: 605.762085 Iteration 2F: 3 clusters Score -15733.67 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -15792.651367 Penalty: 605.762085 Iteration 3F: 3 clusters Score -15792.65 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -15826.563477 Penalty: 605.762085 Iteration 4Q: 3 clusters Score -15826.56 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -15841.339844 Penalty: 605.762085 Iteration 5Q: 3 clusters Score -15841.34 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -15843.204102 Penalty: 605.762085 Iteration 6Q: 3 clusters Score -15843.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -15844.312500 Penalty: 605.762085 Iteration 7Q: 3 clusters Score -15844.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -15844.586914 Penalty: 605.762085 Iteration 8Q: 3 clusters Score -15844.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -15844.659180 Penalty: 605.762085 Iteration 9Q: 3 clusters Score -15844.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -15844.659180 Penalty: 605.762085 Iteration 10F: 3 clusters Score -15844.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12951 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 1992 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4509 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2592 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2536 members Mstep: Class 20 contains 222633 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10918 members Mstep: Class 28 contains 2055 members Mstep: Class 29 contains 1186 members Mstep: Class 30 contains 409 members Entering Unmasked Estep Score: -9336517.000000 Penalty: 17394.652344 Splitting cluster 1 changes total score from -9336790.000000 to -9336517.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (195 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Entering Unmasked Estep Score: -4254.864258 Penalty: 239.921494 Iteration 0F: 2 clusters Score -4254.864 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -3975.300537 Penalty: 479.842987 Iteration 0F: 3 clusters Score -3975.301 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -4046.535400 Penalty: 479.842987 Iteration 1F: 3 clusters Score -4046.535 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -4079.262695 Penalty: 479.842987 Iteration 2F: 3 clusters Score -4079.263 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -4087.040771 Penalty: 479.842987 Iteration 3Q: 3 clusters Score -4087.041 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4087.378418 Penalty: 479.842987 Iteration 4Q: 3 clusters Score -4087.378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4087.378418 Penalty: 479.842987 Iteration 5F: 3 clusters Score -4087.378 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (2267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Entering Unmasked Estep Score: -74257.132812 Penalty: 351.542664 Iteration 0F: 2 clusters Score -74257.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -72635.414062 Penalty: 703.085327 Iteration 0F: 3 clusters Score -72635.41 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -73161.460938 Penalty: 703.085327 Iteration 1F: 3 clusters Score -73161.46 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -73239.875000 Penalty: 703.085327 Iteration 2F: 3 clusters Score -73239.88 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -73304.523438 Penalty: 703.085327 Iteration 3F: 3 clusters Score -73304.52 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -73365.796875 Penalty: 703.085327 Iteration 4Q: 3 clusters Score -73365.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -73436.468750 Penalty: 703.085327 Iteration 5F: 3 clusters Score -73436.47 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -73521.421875 Penalty: 703.085327 Iteration 6F: 3 clusters Score -73521.42 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -73608.093750 Penalty: 703.085327 Iteration 7F: 3 clusters Score -73608.09 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -73697.515625 Penalty: 703.085327 Iteration 8Q: 3 clusters Score -73697.52 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -73770.578125 Penalty: 703.085327 Iteration 9Q: 3 clusters Score -73770.58 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -73825.914062 Penalty: 703.085327 Iteration 10Q: 3 clusters Score -73825.91 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -73861.859375 Penalty: 703.085327 Iteration 11Q: 3 clusters Score -73861.86 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2142 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -73888.679688 Penalty: 703.085327 Iteration 12Q: 3 clusters Score -73888.68 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -73913.390625 Penalty: 703.085327 Iteration 13Q: 3 clusters Score -73913.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -73927.585938 Penalty: 703.085327 Iteration 14Q: 3 clusters Score -73927.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -73934.539062 Penalty: 703.085327 Iteration 15Q: 3 clusters Score -73934.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -73936.281250 Penalty: 703.085327 Iteration 16Q: 3 clusters Score -73936.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2191 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -73938.500000 Penalty: 703.085327 Iteration 17Q: 3 clusters Score -73938.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -73939.945312 Penalty: 703.085327 Iteration 18Q: 3 clusters Score -73939.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -73940.726562 Penalty: 703.085327 Iteration 19Q: 3 clusters Score -73940.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -73940.726562 Penalty: 703.085327 Iteration 20F: 3 clusters Score -73940.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (14104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14104 members Entering Unmasked Estep Score: -422538.750000 Penalty: 434.716705 Iteration 0F: 2 clusters Score -422538.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -413009.687500 Penalty: 869.433411 Iteration 0F: 3 clusters Score -413009.7 nChanged 6683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 7581 members Entering Unmasked Estep Score: -417037.031250 Penalty: 869.433411 Iteration 1F: 3 clusters Score -417037 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -417427.062500 Penalty: 869.433411 Iteration 2F: 3 clusters Score -417427.1 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 8148 members Entering Unmasked Estep Score: -417898.031250 Penalty: 869.433411 Iteration 3F: 3 clusters Score -417898 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5493 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -418430.250000 Penalty: 869.433411 Iteration 4F: 3 clusters Score -418430.2 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4878 members Mstep: Class 2 contains 9226 members Entering Unmasked Estep Score: -419043.312500 Penalty: 869.433411 Iteration 5F: 3 clusters Score -419043.3 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4181 members Mstep: Class 2 contains 9923 members Entering Unmasked Estep Score: -419765.937500 Penalty: 869.433411 Iteration 6F: 3 clusters Score -419765.9 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -420447.468750 Penalty: 869.433411 Iteration 7F: 3 clusters Score -420447.5 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 11007 members Entering Unmasked Estep Score: -420962.375000 Penalty: 869.433411 Iteration 8Q: 3 clusters Score -420962.4 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2754 members Mstep: Class 2 contains 11350 members Entering Unmasked Estep Score: -421340.593750 Penalty: 869.433411 Iteration 9Q: 3 clusters Score -421340.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -421556.562500 Penalty: 869.433411 Iteration 10Q: 3 clusters Score -421556.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -421706.656250 Penalty: 869.433411 Iteration 11Q: 3 clusters Score -421706.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 11800 members Entering Unmasked Estep Score: -421804.156250 Penalty: 869.433411 Iteration 12Q: 3 clusters Score -421804.2 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 11869 members Entering Unmasked Estep Score: -421860.093750 Penalty: 869.433411 Iteration 13Q: 3 clusters Score -421860.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -421903.656250 Penalty: 869.433411 Iteration 14Q: 3 clusters Score -421903.7 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -421927.687500 Penalty: 869.433411 Iteration 15Q: 3 clusters Score -421927.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -421948.062500 Penalty: 869.433411 Iteration 16Q: 3 clusters Score -421948.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 11987 members Entering Unmasked Estep Score: -421964.125000 Penalty: 869.433411 Iteration 17Q: 3 clusters Score -421964.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 12008 members Entering Unmasked Estep Score: -421980.218750 Penalty: 869.433411 Iteration 18Q: 3 clusters Score -421980.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 12025 members Entering Unmasked Estep Score: -421993.281250 Penalty: 869.433411 Iteration 19Q: 3 clusters Score -421993.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 12050 members Entering Unmasked Estep Score: -422017.343750 Penalty: 869.433411 Iteration 20F: 3 clusters Score -422017.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 12073 members Entering Unmasked Estep Score: -422033.875000 Penalty: 869.433411 Iteration 21Q: 3 clusters Score -422033.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -422048.812500 Penalty: 869.433411 Iteration 22Q: 3 clusters Score -422048.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 12137 members Entering Unmasked Estep Score: -422059.968750 Penalty: 869.433411 Iteration 23Q: 3 clusters Score -422060 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 12171 members Entering Unmasked Estep Score: -422068.656250 Penalty: 869.433411 Iteration 24Q: 3 clusters Score -422068.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 12194 members Entering Unmasked Estep Score: -422075.656250 Penalty: 869.433411 Iteration 25Q: 3 clusters Score -422075.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 12211 members Entering Unmasked Estep Score: -422080.968750 Penalty: 869.433411 Iteration 26Q: 3 clusters Score -422081 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 12235 members Entering Unmasked Estep Score: -422085.375000 Penalty: 869.433411 Iteration 27Q: 3 clusters Score -422085.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 12262 members Entering Unmasked Estep Score: -422090.250000 Penalty: 869.433411 Iteration 28Q: 3 clusters Score -422090.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -422095.656250 Penalty: 869.433411 Iteration 29Q: 3 clusters Score -422095.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 12329 members Entering Unmasked Estep Score: -422101.625000 Penalty: 869.433411 Iteration 30Q: 3 clusters Score -422101.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 12360 members Entering Unmasked Estep Score: -422106.093750 Penalty: 869.433411 Iteration 31Q: 3 clusters Score -422106.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -422110.187500 Penalty: 869.433411 Iteration 32Q: 3 clusters Score -422110.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 12414 members Entering Unmasked Estep Score: -422115.593750 Penalty: 869.433411 Iteration 33Q: 3 clusters Score -422115.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 12442 members Entering Unmasked Estep Score: -422119.562500 Penalty: 869.433411 Iteration 34Q: 3 clusters Score -422119.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 12468 members Entering Unmasked Estep Score: -422122.781250 Penalty: 869.433411 Iteration 35Q: 3 clusters Score -422122.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 12496 members Entering Unmasked Estep Score: -422127.468750 Penalty: 869.433411 Iteration 36Q: 3 clusters Score -422127.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 12520 members Entering Unmasked Estep Score: -422130.562500 Penalty: 869.433411 Iteration 37Q: 3 clusters Score -422130.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 12540 members Entering Unmasked Estep Score: -422132.437500 Penalty: 869.433411 Iteration 38Q: 3 clusters Score -422132.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 12560 members Entering Unmasked Estep Score: -422135.468750 Penalty: 869.433411 Iteration 39Q: 3 clusters Score -422135.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -422136.343750 Penalty: 869.433411 Iteration 40F: 3 clusters Score -422136.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 12584 members Entering Unmasked Estep Score: -422136.656250 Penalty: 869.433411 Iteration 41Q: 3 clusters Score -422136.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 12599 members Entering Unmasked Estep Score: -422139.093750 Penalty: 869.433411 Iteration 42Q: 3 clusters Score -422139.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 12607 members Entering Unmasked Estep Score: -422139.687500 Penalty: 869.433411 Iteration 43Q: 3 clusters Score -422139.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 12616 members Entering Unmasked Estep Score: -422139.718750 Penalty: 869.433411 Iteration 44Q: 3 clusters Score -422139.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 12621 members Entering Unmasked Estep Score: -422140.656250 Penalty: 869.433411 Iteration 45Q: 3 clusters Score -422140.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 12626 members Entering Unmasked Estep Score: -422140.593750 Penalty: 869.433411 Iteration 46Q: 3 clusters Score -422140.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 12630 members Entering Unmasked Estep Score: -422140.218750 Penalty: 869.433411 Iteration 47Q: 3 clusters Score -422140.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -422140.406250 Penalty: 869.433411 Iteration 48Q: 3 clusters Score -422140.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 12631 members Entering Unmasked Estep Score: -422140.406250 Penalty: 869.433411 Iteration 49F: 3 clusters Score -422140.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6989 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Entering Unmasked Estep Score: -209494.984375 Penalty: 402.770233 Iteration 0F: 2 clusters Score -209495 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -204791.187500 Penalty: 805.540466 Iteration 0F: 3 clusters Score -204791.2 nChanged 3196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3158 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -206679.328125 Penalty: 805.540466 Iteration 1F: 3 clusters Score -206679.3 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2900 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -206948.046875 Penalty: 805.540466 Iteration 2F: 3 clusters Score -206948 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 4457 members Entering Unmasked Estep Score: -207313.546875 Penalty: 805.540466 Iteration 3F: 3 clusters Score -207313.5 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -207810.593750 Penalty: 805.540466 Iteration 4F: 3 clusters Score -207810.6 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -208328.765625 Penalty: 805.540466 Iteration 5F: 3 clusters Score -208328.8 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 5730 members Entering Unmasked Estep Score: -208856.453125 Penalty: 805.540466 Iteration 6F: 3 clusters Score -208856.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 5871 members Entering Unmasked Estep Score: -209166.546875 Penalty: 805.540466 Iteration 7Q: 3 clusters Score -209166.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 5908 members Entering Unmasked Estep Score: -209233.953125 Penalty: 805.540466 Iteration 8Q: 3 clusters Score -209234 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 5937 members Entering Unmasked Estep Score: -209256.562500 Penalty: 805.540466 Iteration 9Q: 3 clusters Score -209256.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -209264.265625 Penalty: 805.540466 Iteration 10Q: 3 clusters Score -209264.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -209269.125000 Penalty: 805.540466 Iteration 11Q: 3 clusters Score -209269.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 5971 members Entering Unmasked Estep Score: -209273.046875 Penalty: 805.540466 Iteration 12Q: 3 clusters Score -209273 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 5982 members Entering Unmasked Estep Score: -209275.031250 Penalty: 805.540466 Iteration 13Q: 3 clusters Score -209275 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -209275.671875 Penalty: 805.540466 Iteration 14Q: 3 clusters Score -209275.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 5992 members Entering Unmasked Estep Score: -209275.156250 Penalty: 805.540466 Iteration 15Q: 3 clusters Score -209275.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 5996 members Entering Unmasked Estep Score: -209275.812500 Penalty: 805.540466 Iteration 16Q: 3 clusters Score -209275.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -209276.390625 Penalty: 805.540466 Iteration 17Q: 3 clusters Score -209276.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 6003 members Entering Unmasked Estep Score: -209277.515625 Penalty: 805.540466 Iteration 18Q: 3 clusters Score -209277.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -209278.562500 Penalty: 805.540466 Iteration 19Q: 3 clusters Score -209278.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -209278.359375 Penalty: 805.540466 Iteration 20F: 3 clusters Score -209278.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 6020 members Entering Unmasked Estep Score: -209279.203125 Penalty: 805.540466 Iteration 21Q: 3 clusters Score -209279.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -209279.437500 Penalty: 805.540466 Iteration 22Q: 3 clusters Score -209279.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -209279.421875 Penalty: 805.540466 Iteration 23Q: 3 clusters Score -209279.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 6024 members Entering Unmasked Estep Score: -209279.421875 Penalty: 805.540466 Iteration 24F: 3 clusters Score -209279.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (20662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20662 members Entering Unmasked Estep Score: -602552.562500 Penalty: 452.090332 Iteration 0F: 2 clusters Score -602552.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10396 members Mstep: Class 2 contains 10266 members Entering Unmasked Estep Score: -588784.500000 Penalty: 904.180664 Iteration 0F: 3 clusters Score -588784.5 nChanged 9804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11876 members Mstep: Class 2 contains 8786 members Entering Unmasked Estep Score: -594952.812500 Penalty: 904.180664 Iteration 1F: 3 clusters Score -594952.8 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12605 members Mstep: Class 2 contains 8057 members Entering Unmasked Estep Score: -595562.000000 Penalty: 904.180664 Iteration 2F: 3 clusters Score -595562 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13509 members Mstep: Class 2 contains 7153 members Entering Unmasked Estep Score: -596302.562500 Penalty: 904.180664 Iteration 3F: 3 clusters Score -596302.6 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Mstep: Class 2 contains 6081 members Entering Unmasked Estep Score: -597257.937500 Penalty: 904.180664 Iteration 4F: 3 clusters Score -597257.9 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15738 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -598327.062500 Penalty: 904.180664 Iteration 5F: 3 clusters Score -598327.1 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16783 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -599308.437500 Penalty: 904.180664 Iteration 6F: 3 clusters Score -599308.4 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17641 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -600028.125000 Penalty: 904.180664 Iteration 7Q: 3 clusters Score -600028.1 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18323 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -600549.000000 Penalty: 904.180664 Iteration 8Q: 3 clusters Score -600549 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18909 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -600998.375000 Penalty: 904.180664 Iteration 9Q: 3 clusters Score -600998.4 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19419 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -601379.000000 Penalty: 904.180664 Iteration 10Q: 3 clusters Score -601379 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19795 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -601642.312500 Penalty: 904.180664 Iteration 11Q: 3 clusters Score -601642.3 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20072 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -601846.000000 Penalty: 904.180664 Iteration 12Q: 3 clusters Score -601846 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20250 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -601980.875000 Penalty: 904.180664 Iteration 13Q: 3 clusters Score -601980.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20370 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -602069.750000 Penalty: 904.180664 Iteration 14Q: 3 clusters Score -602069.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20435 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -602114.125000 Penalty: 904.180664 Iteration 15Q: 3 clusters Score -602114.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20467 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -602137.125000 Penalty: 904.180664 Iteration 16Q: 3 clusters Score -602137.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20489 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -602153.062500 Penalty: 904.180664 Iteration 17Q: 3 clusters Score -602153.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20504 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -602168.000000 Penalty: 904.180664 Iteration 18Q: 3 clusters Score -602168 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20513 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -602177.125000 Penalty: 904.180664 Iteration 19Q: 3 clusters Score -602177.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20518 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -602182.625000 Penalty: 904.180664 Iteration 20F: 3 clusters Score -602182.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20528 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -602192.687500 Penalty: 904.180664 Iteration 21Q: 3 clusters Score -602192.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20529 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -602195.187500 Penalty: 904.180664 Iteration 22Q: 3 clusters Score -602195.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20529 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -602197.250000 Penalty: 904.180664 Iteration 23Q: 3 clusters Score -602197.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20530 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -602199.875000 Penalty: 904.180664 Iteration 24Q: 3 clusters Score -602199.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20527 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -602206.250000 Penalty: 904.180664 Iteration 25Q: 3 clusters Score -602206.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20531 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -602211.937500 Penalty: 904.180664 Iteration 26Q: 3 clusters Score -602211.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20533 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -602213.375000 Penalty: 904.180664 Iteration 27Q: 3 clusters Score -602213.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20535 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -602215.187500 Penalty: 904.180664 Iteration 28Q: 3 clusters Score -602215.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20538 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -602216.562500 Penalty: 904.180664 Iteration 29Q: 3 clusters Score -602216.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20539 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -602220.500000 Penalty: 904.180664 Iteration 30Q: 3 clusters Score -602220.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20541 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -602224.312500 Penalty: 904.180664 Iteration 31Q: 3 clusters Score -602224.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20541 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -602225.937500 Penalty: 904.180664 Iteration 32Q: 3 clusters Score -602225.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20542 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -602228.375000 Penalty: 904.180664 Iteration 33Q: 3 clusters Score -602228.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20544 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -602235.062500 Penalty: 904.180664 Iteration 34Q: 3 clusters Score -602235.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20545 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -602239.562500 Penalty: 904.180664 Iteration 35Q: 3 clusters Score -602239.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20547 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -602240.125000 Penalty: 904.180664 Iteration 36Q: 3 clusters Score -602240.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20545 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -602241.187500 Penalty: 904.180664 Iteration 37Q: 3 clusters Score -602241.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20544 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -602241.312500 Penalty: 904.180664 Iteration 38Q: 3 clusters Score -602241.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20544 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -602241.312500 Penalty: 904.180664 Iteration 39F: 3 clusters Score -602241.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1234 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Entering Unmasked Estep Score: -28149.361328 Penalty: 323.869751 Iteration 0F: 2 clusters Score -28149.36 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -27199.951172 Penalty: 647.739502 Iteration 0F: 3 clusters Score -27199.95 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -27531.027344 Penalty: 647.739502 Iteration 1F: 3 clusters Score -27531.03 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -27604.244141 Penalty: 647.739502 Iteration 2F: 3 clusters Score -27604.24 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -27654.957031 Penalty: 647.739502 Iteration 3F: 3 clusters Score -27654.96 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -27698.800781 Penalty: 647.739502 Iteration 4Q: 3 clusters Score -27698.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -27746.394531 Penalty: 647.739502 Iteration 5Q: 3 clusters Score -27746.39 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -27786.625000 Penalty: 647.739502 Iteration 6Q: 3 clusters Score -27786.62 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -27808.230469 Penalty: 647.739502 Iteration 7Q: 3 clusters Score -27808.23 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -27821.132812 Penalty: 647.739502 Iteration 8Q: 3 clusters Score -27821.13 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -27833.941406 Penalty: 647.739502 Iteration 9Q: 3 clusters Score -27833.94 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -27842.150391 Penalty: 647.739502 Iteration 10Q: 3 clusters Score -27842.15 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -27852.205078 Penalty: 647.739502 Iteration 11Q: 3 clusters Score -27852.21 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -27861.976562 Penalty: 647.739502 Iteration 12Q: 3 clusters Score -27861.98 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -27868.933594 Penalty: 647.739502 Iteration 13Q: 3 clusters Score -27868.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -27873.830078 Penalty: 647.739502 Iteration 14Q: 3 clusters Score -27873.83 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -27879.486328 Penalty: 647.739502 Iteration 15Q: 3 clusters Score -27879.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -27882.060547 Penalty: 647.739502 Iteration 16Q: 3 clusters Score -27882.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -27882.619141 Penalty: 647.739502 Iteration 17Q: 3 clusters Score -27882.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -27882.619141 Penalty: 647.739502 Iteration 18F: 3 clusters Score -27882.62 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (12951 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12951 members Entering Unmasked Estep Score: -393882.281250 Penalty: 430.836243 Iteration 0F: 2 clusters Score -393882.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -385201.812500 Penalty: 861.672485 Iteration 0F: 3 clusters Score -385201.8 nChanged 6147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 6527 members Entering Unmasked Estep Score: -388703.343750 Penalty: 861.672485 Iteration 1F: 3 clusters Score -388703.3 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -388992.812500 Penalty: 861.672485 Iteration 2F: 3 clusters Score -388992.8 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -389277.625000 Penalty: 861.672485 Iteration 3F: 3 clusters Score -389277.6 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6555 members Mstep: Class 2 contains 6396 members Entering Unmasked Estep Score: -389597.875000 Penalty: 861.672485 Iteration 4F: 3 clusters Score -389597.9 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 6373 members Entering Unmasked Estep Score: -389938.406250 Penalty: 861.672485 Iteration 5Q: 3 clusters Score -389938.4 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6580 members Mstep: Class 2 contains 6371 members Entering Unmasked Estep Score: -390271.718750 Penalty: 861.672485 Iteration 6Q: 3 clusters Score -390271.7 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 6372 members Entering Unmasked Estep Score: -390608.187500 Penalty: 861.672485 Iteration 7Q: 3 clusters Score -390608.2 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 6337 members Entering Unmasked Estep Score: -390952.531250 Penalty: 861.672485 Iteration 8Q: 3 clusters Score -390952.5 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6715 members Mstep: Class 2 contains 6236 members Entering Unmasked Estep Score: -391247.156250 Penalty: 861.672485 Iteration 9Q: 3 clusters Score -391247.2 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 6146 members Entering Unmasked Estep Score: -391442.031250 Penalty: 861.672485 Iteration 10Q: 3 clusters Score -391442 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 6046 members Entering Unmasked Estep Score: -391534.281250 Penalty: 861.672485 Iteration 11Q: 3 clusters Score -391534.3 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7007 members Mstep: Class 2 contains 5944 members Entering Unmasked Estep Score: -391592.812500 Penalty: 861.672485 Iteration 12Q: 3 clusters Score -391592.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7129 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -391643.156250 Penalty: 861.672485 Iteration 13Q: 3 clusters Score -391643.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 5700 members Entering Unmasked Estep Score: -391685.093750 Penalty: 861.672485 Iteration 14Q: 3 clusters Score -391685.1 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7395 members Mstep: Class 2 contains 5556 members Entering Unmasked Estep Score: -391729.843750 Penalty: 861.672485 Iteration 15Q: 3 clusters Score -391729.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 5401 members Entering Unmasked Estep Score: -391772.593750 Penalty: 861.672485 Iteration 16Q: 3 clusters Score -391772.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7689 members Mstep: Class 2 contains 5262 members Entering Unmasked Estep Score: -391818.187500 Penalty: 861.672485 Iteration 17Q: 3 clusters Score -391818.2 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7844 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -391871.156250 Penalty: 861.672485 Iteration 18Q: 3 clusters Score -391871.2 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -391921.593750 Penalty: 861.672485 Iteration 19Q: 3 clusters Score -391921.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8157 members Mstep: Class 2 contains 4794 members Entering Unmasked Estep Score: -391973.062500 Penalty: 861.672485 Iteration 20F: 3 clusters Score -391973.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -392033.625000 Penalty: 861.672485 Iteration 21Q: 3 clusters Score -392033.6 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8526 members Mstep: Class 2 contains 4425 members Entering Unmasked Estep Score: -392101.312500 Penalty: 861.672485 Iteration 22Q: 3 clusters Score -392101.3 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -392173.562500 Penalty: 861.672485 Iteration 23Q: 3 clusters Score -392173.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8939 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -392236.312500 Penalty: 861.672485 Iteration 24Q: 3 clusters Score -392236.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9139 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -392294.312500 Penalty: 861.672485 Iteration 25Q: 3 clusters Score -392294.3 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 3614 members Entering Unmasked Estep Score: -392353.281250 Penalty: 861.672485 Iteration 26Q: 3 clusters Score -392353.3 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9543 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -392416.250000 Penalty: 861.672485 Iteration 27Q: 3 clusters Score -392416.2 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9756 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -392488.968750 Penalty: 861.672485 Iteration 28Q: 3 clusters Score -392489 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9968 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -392563.593750 Penalty: 861.672485 Iteration 29Q: 3 clusters Score -392563.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10207 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -392656.625000 Penalty: 861.672485 Iteration 30Q: 3 clusters Score -392656.6 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -392748.093750 Penalty: 861.672485 Iteration 31Q: 3 clusters Score -392748.1 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -392840.593750 Penalty: 861.672485 Iteration 32Q: 3 clusters Score -392840.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -392939.031250 Penalty: 861.672485 Iteration 33Q: 3 clusters Score -392939 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -393046.843750 Penalty: 861.672485 Iteration 34Q: 3 clusters Score -393046.8 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11347 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -393155.468750 Penalty: 861.672485 Iteration 35Q: 3 clusters Score -393155.5 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11533 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -393239.500000 Penalty: 861.672485 Iteration 36Q: 3 clusters Score -393239.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -393315.062500 Penalty: 861.672485 Iteration 37Q: 3 clusters Score -393315.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -393389.625000 Penalty: 861.672485 Iteration 38Q: 3 clusters Score -393389.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -393443.187500 Penalty: 861.672485 Iteration 39Q: 3 clusters Score -393443.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -393491.625000 Penalty: 861.672485 Iteration 40F: 3 clusters Score -393491.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12146 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -393534.562500 Penalty: 861.672485 Iteration 41Q: 3 clusters Score -393534.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12221 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -393566.093750 Penalty: 861.672485 Iteration 42Q: 3 clusters Score -393566.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12272 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -393584.312500 Penalty: 861.672485 Iteration 43Q: 3 clusters Score -393584.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12313 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -393607.000000 Penalty: 861.672485 Iteration 44Q: 3 clusters Score -393607 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -393626.281250 Penalty: 861.672485 Iteration 45Q: 3 clusters Score -393626.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12378 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -393652.562500 Penalty: 861.672485 Iteration 46Q: 3 clusters Score -393652.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -393664.625000 Penalty: 861.672485 Iteration 47Q: 3 clusters Score -393664.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12415 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -393670.531250 Penalty: 861.672485 Iteration 48Q: 3 clusters Score -393670.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12431 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -393680.437500 Penalty: 861.672485 Iteration 49Q: 3 clusters Score -393680.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12448 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -393699.875000 Penalty: 861.672485 Iteration 50Q: 3 clusters Score -393699.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12459 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -393707.437500 Penalty: 861.672485 Iteration 51Q: 3 clusters Score -393707.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12466 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -393711.187500 Penalty: 861.672485 Iteration 52Q: 3 clusters Score -393711.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12471 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -393712.093750 Penalty: 861.672485 Iteration 53Q: 3 clusters Score -393712.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12475 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -393713.343750 Penalty: 861.672485 Iteration 54Q: 3 clusters Score -393713.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12480 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -393714.843750 Penalty: 861.672485 Iteration 55Q: 3 clusters Score -393714.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12478 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -393715.468750 Penalty: 861.672485 Iteration 56Q: 3 clusters Score -393715.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12479 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -393714.875000 Penalty: 861.672485 Iteration 57Q: 3 clusters Score -393714.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12481 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -393715.843750 Penalty: 861.672485 Iteration 58Q: 3 clusters Score -393715.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12483 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -393716.750000 Penalty: 861.672485 Iteration 59Q: 3 clusters Score -393716.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12484 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -393716.750000 Penalty: 861.672485 Iteration 60F: 3 clusters Score -393716.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6439 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6439 members Entering Unmasked Estep Score: -178948.671875 Penalty: 399.040833 Iteration 0F: 2 clusters Score -178948.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -174655.609375 Penalty: 798.081665 Iteration 0F: 3 clusters Score -174655.6 nChanged 2921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -176408.718750 Penalty: 798.081665 Iteration 1F: 3 clusters Score -176408.7 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4325 members Mstep: Class 2 contains 2114 members Entering Unmasked Estep Score: -176732.921875 Penalty: 798.081665 Iteration 2F: 3 clusters Score -176732.9 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -177171.781250 Penalty: 798.081665 Iteration 3F: 3 clusters Score -177171.8 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5188 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -177597.234375 Penalty: 798.081665 Iteration 4F: 3 clusters Score -177597.2 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5499 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -177934.515625 Penalty: 798.081665 Iteration 5F: 3 clusters Score -177934.5 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5715 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -178162.156250 Penalty: 798.081665 Iteration 6Q: 3 clusters Score -178162.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5867 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -178291.015625 Penalty: 798.081665 Iteration 7Q: 3 clusters Score -178291 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -178384.390625 Penalty: 798.081665 Iteration 8Q: 3 clusters Score -178384.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6069 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -178453.578125 Penalty: 798.081665 Iteration 9Q: 3 clusters Score -178453.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6139 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -178505.250000 Penalty: 798.081665 Iteration 10Q: 3 clusters Score -178505.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6191 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -178537.703125 Penalty: 798.081665 Iteration 11Q: 3 clusters Score -178537.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6224 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -178559.671875 Penalty: 798.081665 Iteration 12Q: 3 clusters Score -178559.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6242 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -178571.687500 Penalty: 798.081665 Iteration 13Q: 3 clusters Score -178571.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6256 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -178581.078125 Penalty: 798.081665 Iteration 14Q: 3 clusters Score -178581.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -178590.953125 Penalty: 798.081665 Iteration 15Q: 3 clusters Score -178591 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6273 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -178597.484375 Penalty: 798.081665 Iteration 16Q: 3 clusters Score -178597.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -178602.265625 Penalty: 798.081665 Iteration 17Q: 3 clusters Score -178602.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -178607.234375 Penalty: 798.081665 Iteration 18Q: 3 clusters Score -178607.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -178611.671875 Penalty: 798.081665 Iteration 19Q: 3 clusters Score -178611.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -178614.906250 Penalty: 798.081665 Iteration 20F: 3 clusters Score -178614.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6295 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -178616.015625 Penalty: 798.081665 Iteration 21Q: 3 clusters Score -178616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -178617.562500 Penalty: 798.081665 Iteration 22Q: 3 clusters Score -178617.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -178618.437500 Penalty: 798.081665 Iteration 23Q: 3 clusters Score -178618.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6300 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -178618.437500 Penalty: 798.081665 Iteration 24F: 3 clusters Score -178618.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Entering Unmasked Estep Score: -18658.070312 Penalty: 297.551178 Iteration 0F: 2 clusters Score -18658.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -18036.230469 Penalty: 595.102356 Iteration 0F: 3 clusters Score -18036.23 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -18208.437500 Penalty: 595.102356 Iteration 1F: 3 clusters Score -18208.44 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -18253.353516 Penalty: 595.102356 Iteration 2F: 3 clusters Score -18253.35 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -18280.154297 Penalty: 595.102356 Iteration 3F: 3 clusters Score -18280.15 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -18289.425781 Penalty: 595.102356 Iteration 4Q: 3 clusters Score -18289.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -18292.367188 Penalty: 595.102356 Iteration 5Q: 3 clusters Score -18292.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -18296.871094 Penalty: 595.102356 Iteration 6Q: 3 clusters Score -18296.87 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -18301.945312 Penalty: 595.102356 Iteration 7Q: 3 clusters Score -18301.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -18304.474609 Penalty: 595.102356 Iteration 8Q: 3 clusters Score -18304.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -18307.847656 Penalty: 595.102356 Iteration 9Q: 3 clusters Score -18307.85 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -18309.375000 Penalty: 595.102356 Iteration 10Q: 3 clusters Score -18309.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -18311.357422 Penalty: 595.102356 Iteration 11Q: 3 clusters Score -18311.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -18312.800781 Penalty: 595.102356 Iteration 12Q: 3 clusters Score -18312.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -18314.228516 Penalty: 595.102356 Iteration 13Q: 3 clusters Score -18314.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -18317.777344 Penalty: 595.102356 Iteration 14Q: 3 clusters Score -18317.78 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -18320.845703 Penalty: 595.102356 Iteration 15Q: 3 clusters Score -18320.85 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -18324.519531 Penalty: 595.102356 Iteration 16Q: 3 clusters Score -18324.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -18328.041016 Penalty: 595.102356 Iteration 17Q: 3 clusters Score -18328.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -18332.109375 Penalty: 595.102356 Iteration 18Q: 3 clusters Score -18332.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -18336.707031 Penalty: 595.102356 Iteration 19Q: 3 clusters Score -18336.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -18337.880859 Penalty: 595.102356 Iteration 20F: 3 clusters Score -18337.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -18338.753906 Penalty: 595.102356 Iteration 21Q: 3 clusters Score -18338.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -18339.533203 Penalty: 595.102356 Iteration 22Q: 3 clusters Score -18339.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -18339.753906 Penalty: 595.102356 Iteration 23Q: 3 clusters Score -18339.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -18340.708984 Penalty: 595.102356 Iteration 24Q: 3 clusters Score -18340.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -18342.435547 Penalty: 595.102356 Iteration 25Q: 3 clusters Score -18342.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -18343.234375 Penalty: 595.102356 Iteration 26Q: 3 clusters Score -18343.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -18344.367188 Penalty: 595.102356 Iteration 27Q: 3 clusters Score -18344.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -18345.517578 Penalty: 595.102356 Iteration 28Q: 3 clusters Score -18345.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -18346.414062 Penalty: 595.102356 Iteration 29Q: 3 clusters Score -18346.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -18348.294922 Penalty: 595.102356 Iteration 30Q: 3 clusters Score -18348.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -18350.406250 Penalty: 595.102356 Iteration 31Q: 3 clusters Score -18350.41 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -18352.871094 Penalty: 595.102356 Iteration 32Q: 3 clusters Score -18352.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -18355.257812 Penalty: 595.102356 Iteration 33Q: 3 clusters Score -18355.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -18362.250000 Penalty: 595.102356 Iteration 34Q: 3 clusters Score -18362.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -18366.750000 Penalty: 595.102356 Iteration 35Q: 3 clusters Score -18366.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -18371.474609 Penalty: 595.102356 Iteration 36Q: 3 clusters Score -18371.47 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -18375.101562 Penalty: 595.102356 Iteration 37Q: 3 clusters Score -18375.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -18380.240234 Penalty: 595.102356 Iteration 38Q: 3 clusters Score -18380.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -18383.193359 Penalty: 595.102356 Iteration 39Q: 3 clusters Score -18383.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -18386.037109 Penalty: 595.102356 Iteration 40F: 3 clusters Score -18386.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -18387.150391 Penalty: 595.102356 Iteration 41Q: 3 clusters Score -18387.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -18390.076172 Penalty: 595.102356 Iteration 42Q: 3 clusters Score -18390.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -18392.359375 Penalty: 595.102356 Iteration 43Q: 3 clusters Score -18392.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -18394.988281 Penalty: 595.102356 Iteration 44Q: 3 clusters Score -18394.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -18398.705078 Penalty: 595.102356 Iteration 45Q: 3 clusters Score -18398.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -18400.701172 Penalty: 595.102356 Iteration 46Q: 3 clusters Score -18400.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -18401.917969 Penalty: 595.102356 Iteration 47Q: 3 clusters Score -18401.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -18402.105469 Penalty: 595.102356 Iteration 48Q: 3 clusters Score -18402.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -18402.105469 Penalty: 595.102356 Iteration 49F: 3 clusters Score -18402.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6315 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6315 members Entering Unmasked Estep Score: -170001.234375 Penalty: 398.156067 Iteration 0F: 2 clusters Score -170001.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -165721.500000 Penalty: 796.312134 Iteration 0F: 3 clusters Score -165721.5 nChanged 2876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -167362.515625 Penalty: 796.312134 Iteration 1F: 3 clusters Score -167362.5 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -167547.531250 Penalty: 796.312134 Iteration 2F: 3 clusters Score -167547.5 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -167758.750000 Penalty: 796.312134 Iteration 3F: 3 clusters Score -167758.8 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 3608 members Entering Unmasked Estep Score: -168076.234375 Penalty: 796.312134 Iteration 4F: 3 clusters Score -168076.2 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -168413.140625 Penalty: 796.312134 Iteration 5F: 3 clusters Score -168413.1 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -168703.593750 Penalty: 796.312134 Iteration 6F: 3 clusters Score -168703.6 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -168918.515625 Penalty: 796.312134 Iteration 7F: 3 clusters Score -168918.5 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -169041.234375 Penalty: 796.312134 Iteration 8Q: 3 clusters Score -169041.2 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -169124.968750 Penalty: 796.312134 Iteration 9Q: 3 clusters Score -169125 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 4371 members Entering Unmasked Estep Score: -169178.640625 Penalty: 796.312134 Iteration 10Q: 3 clusters Score -169178.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 4471 members Entering Unmasked Estep Score: -169227.828125 Penalty: 796.312134 Iteration 11Q: 3 clusters Score -169227.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -169279.312500 Penalty: 796.312134 Iteration 12Q: 3 clusters Score -169279.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 4673 members Entering Unmasked Estep Score: -169330.828125 Penalty: 796.312134 Iteration 13Q: 3 clusters Score -169330.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 4792 members Entering Unmasked Estep Score: -169399.375000 Penalty: 796.312134 Iteration 14Q: 3 clusters Score -169399.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -169479.156250 Penalty: 796.312134 Iteration 15Q: 3 clusters Score -169479.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 4985 members Entering Unmasked Estep Score: -169571.312500 Penalty: 796.312134 Iteration 16Q: 3 clusters Score -169571.3 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 5053 members Entering Unmasked Estep Score: -169637.375000 Penalty: 796.312134 Iteration 17Q: 3 clusters Score -169637.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 5113 members Entering Unmasked Estep Score: -169674.218750 Penalty: 796.312134 Iteration 18Q: 3 clusters Score -169674.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -169701.703125 Penalty: 796.312134 Iteration 19Q: 3 clusters Score -169701.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 5206 members Entering Unmasked Estep Score: -169725.531250 Penalty: 796.312134 Iteration 20F: 3 clusters Score -169725.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 5242 members Entering Unmasked Estep Score: -169740.328125 Penalty: 796.312134 Iteration 21Q: 3 clusters Score -169740.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -169749.296875 Penalty: 796.312134 Iteration 22Q: 3 clusters Score -169749.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -169757.343750 Penalty: 796.312134 Iteration 23Q: 3 clusters Score -169757.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 5313 members Entering Unmasked Estep Score: -169763.765625 Penalty: 796.312134 Iteration 24Q: 3 clusters Score -169763.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -169767.687500 Penalty: 796.312134 Iteration 25Q: 3 clusters Score -169767.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 5352 members Entering Unmasked Estep Score: -169772.796875 Penalty: 796.312134 Iteration 26Q: 3 clusters Score -169772.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 5369 members Entering Unmasked Estep Score: -169777.578125 Penalty: 796.312134 Iteration 27Q: 3 clusters Score -169777.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -169779.890625 Penalty: 796.312134 Iteration 28Q: 3 clusters Score -169779.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 5393 members Entering Unmasked Estep Score: -169781.296875 Penalty: 796.312134 Iteration 29Q: 3 clusters Score -169781.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -169783.500000 Penalty: 796.312134 Iteration 30Q: 3 clusters Score -169783.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -169786.093750 Penalty: 796.312134 Iteration 31Q: 3 clusters Score -169786.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -169789.578125 Penalty: 796.312134 Iteration 32Q: 3 clusters Score -169789.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 5422 members Entering Unmasked Estep Score: -169791.765625 Penalty: 796.312134 Iteration 33Q: 3 clusters Score -169791.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 5431 members Entering Unmasked Estep Score: -169793.484375 Penalty: 796.312134 Iteration 34Q: 3 clusters Score -169793.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 5437 members Entering Unmasked Estep Score: -169794.265625 Penalty: 796.312134 Iteration 35Q: 3 clusters Score -169794.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -169795.656250 Penalty: 796.312134 Iteration 36Q: 3 clusters Score -169795.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 5448 members Entering Unmasked Estep Score: -169795.750000 Penalty: 796.312134 Iteration 37Q: 3 clusters Score -169795.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 5450 members Entering Unmasked Estep Score: -169796.359375 Penalty: 796.312134 Iteration 38Q: 3 clusters Score -169796.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -169796.593750 Penalty: 796.312134 Iteration 39Q: 3 clusters Score -169796.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 5451 members Entering Unmasked Estep Score: -169796.593750 Penalty: 796.312134 Iteration 40F: 3 clusters Score -169796.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1845 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Entering Unmasked Estep Score: -47803.769531 Penalty: 342.170685 Iteration 0F: 2 clusters Score -47803.77 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -46477.433594 Penalty: 684.341370 Iteration 0F: 3 clusters Score -46477.43 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -47111.371094 Penalty: 684.341370 Iteration 1F: 3 clusters Score -47111.37 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -47245.062500 Penalty: 684.341370 Iteration 2F: 3 clusters Score -47245.06 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -47338.585938 Penalty: 684.341370 Iteration 3F: 3 clusters Score -47338.59 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -47402.832031 Penalty: 684.341370 Iteration 4Q: 3 clusters Score -47402.83 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -47444.355469 Penalty: 684.341370 Iteration 5Q: 3 clusters Score -47444.36 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -47480.910156 Penalty: 684.341370 Iteration 6Q: 3 clusters Score -47480.91 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -47502.726562 Penalty: 684.341370 Iteration 7Q: 3 clusters Score -47502.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -47518.960938 Penalty: 684.341370 Iteration 8Q: 3 clusters Score -47518.96 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -47541.066406 Penalty: 684.341370 Iteration 9Q: 3 clusters Score -47541.07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -47554.519531 Penalty: 684.341370 Iteration 10Q: 3 clusters Score -47554.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -47560.640625 Penalty: 684.341370 Iteration 11Q: 3 clusters Score -47560.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -47567.347656 Penalty: 684.341370 Iteration 12Q: 3 clusters Score -47567.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -47569.929688 Penalty: 684.341370 Iteration 13Q: 3 clusters Score -47569.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -47571.679688 Penalty: 684.341370 Iteration 14Q: 3 clusters Score -47571.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -47572.964844 Penalty: 684.341370 Iteration 15Q: 3 clusters Score -47572.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -47573.445312 Penalty: 684.341370 Iteration 16Q: 3 clusters Score -47573.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -47573.750000 Penalty: 684.341370 Iteration 17Q: 3 clusters Score -47573.75 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -47574.496094 Penalty: 684.341370 Iteration 18Q: 3 clusters Score -47574.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -47574.789062 Penalty: 684.341370 Iteration 19Q: 3 clusters Score -47574.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -47574.789062 Penalty: 684.341370 Iteration 20F: 3 clusters Score -47574.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1992 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Entering Unmasked Estep Score: -62495.125000 Penalty: 345.658691 Iteration 0F: 2 clusters Score -62495.12 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -61052.441406 Penalty: 691.317383 Iteration 0F: 3 clusters Score -61052.44 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -61554.875000 Penalty: 691.317383 Iteration 1F: 3 clusters Score -61554.88 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -61724.570312 Penalty: 691.317383 Iteration 2F: 3 clusters Score -61724.57 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -61883.808594 Penalty: 691.317383 Iteration 3F: 3 clusters Score -61883.81 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -62043.191406 Penalty: 691.317383 Iteration 4F: 3 clusters Score -62043.19 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -62181.480469 Penalty: 691.317383 Iteration 5F: 3 clusters Score -62181.48 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -62262.343750 Penalty: 691.317383 Iteration 6Q: 3 clusters Score -62262.34 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1763 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -62308.226562 Penalty: 691.317383 Iteration 7Q: 3 clusters Score -62308.23 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -62345.476562 Penalty: 691.317383 Iteration 8Q: 3 clusters Score -62345.48 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -62355.839844 Penalty: 691.317383 Iteration 9Q: 3 clusters Score -62355.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -62363.261719 Penalty: 691.317383 Iteration 10Q: 3 clusters Score -62363.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -62368.324219 Penalty: 691.317383 Iteration 11Q: 3 clusters Score -62368.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -62371.765625 Penalty: 691.317383 Iteration 12Q: 3 clusters Score -62371.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -62373.507812 Penalty: 691.317383 Iteration 13Q: 3 clusters Score -62373.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -62374.191406 Penalty: 691.317383 Iteration 14Q: 3 clusters Score -62374.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -62374.511719 Penalty: 691.317383 Iteration 15Q: 3 clusters Score -62374.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -62374.511719 Penalty: 691.317383 Iteration 16F: 3 clusters Score -62374.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Entering Unmasked Estep Score: -210984.078125 Penalty: 404.066650 Iteration 0F: 2 clusters Score -210984.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -206116.640625 Penalty: 808.133301 Iteration 0F: 3 clusters Score -206116.6 nChanged 3333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -207927.078125 Penalty: 808.133301 Iteration 1F: 3 clusters Score -207927.1 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -208130.671875 Penalty: 808.133301 Iteration 2F: 3 clusters Score -208130.7 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -208430.656250 Penalty: 808.133301 Iteration 3F: 3 clusters Score -208430.7 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -208856.250000 Penalty: 808.133301 Iteration 4F: 3 clusters Score -208856.2 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5988 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -209435.328125 Penalty: 808.133301 Iteration 5F: 3 clusters Score -209435.3 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -210017.921875 Penalty: 808.133301 Iteration 6F: 3 clusters Score -210017.9 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6859 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -210335.765625 Penalty: 808.133301 Iteration 7Q: 3 clusters Score -210335.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -210490.453125 Penalty: 808.133301 Iteration 8Q: 3 clusters Score -210490.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7084 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -210546.218750 Penalty: 808.133301 Iteration 9Q: 3 clusters Score -210546.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7116 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -210579.015625 Penalty: 808.133301 Iteration 10Q: 3 clusters Score -210579 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7127 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -210590.781250 Penalty: 808.133301 Iteration 11Q: 3 clusters Score -210590.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 54 members Entering Unmasked Estep Score: -210605.531250 Penalty: 808.133301 Iteration 12Q: 3 clusters Score -210605.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -210612.015625 Penalty: 808.133301 Iteration 13Q: 3 clusters Score -210612 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -210612.343750 Penalty: 808.133301 Iteration 14Q: 3 clusters Score -210612.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7141 members Mstep: Class 2 contains 50 members Entering Unmasked Estep Score: -210612.343750 Penalty: 808.133301 Iteration 15F: 3 clusters Score -210612.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4509 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4509 members Entering Unmasked Estep Score: -136695.890625 Penalty: 382.829285 Iteration 0F: 2 clusters Score -136695.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -133680.859375 Penalty: 765.658569 Iteration 0F: 3 clusters Score -133680.9 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -134705.031250 Penalty: 765.658569 Iteration 1F: 3 clusters Score -134705 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -134819.296875 Penalty: 765.658569 Iteration 2F: 3 clusters Score -134819.3 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -134957.687500 Penalty: 765.658569 Iteration 3F: 3 clusters Score -134957.7 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2582 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -135115.765625 Penalty: 765.658569 Iteration 4F: 3 clusters Score -135115.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -135300.390625 Penalty: 765.658569 Iteration 5F: 3 clusters Score -135300.4 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -135467.515625 Penalty: 765.658569 Iteration 6F: 3 clusters Score -135467.5 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -135607.453125 Penalty: 765.658569 Iteration 7Q: 3 clusters Score -135607.5 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -135723.500000 Penalty: 765.658569 Iteration 8Q: 3 clusters Score -135723.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -135785.609375 Penalty: 765.658569 Iteration 9Q: 3 clusters Score -135785.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -135830.031250 Penalty: 765.658569 Iteration 10Q: 3 clusters Score -135830 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -135869.593750 Penalty: 765.658569 Iteration 11Q: 3 clusters Score -135869.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3410 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -135915.000000 Penalty: 765.658569 Iteration 12Q: 3 clusters Score -135915 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -135961.640625 Penalty: 765.658569 Iteration 13Q: 3 clusters Score -135961.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -136009.953125 Penalty: 765.658569 Iteration 14Q: 3 clusters Score -136010 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -136058.562500 Penalty: 765.658569 Iteration 15Q: 3 clusters Score -136058.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3726 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -136090.875000 Penalty: 765.658569 Iteration 16Q: 3 clusters Score -136090.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3787 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -136127.296875 Penalty: 765.658569 Iteration 17Q: 3 clusters Score -136127.3 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -136165.359375 Penalty: 765.658569 Iteration 18Q: 3 clusters Score -136165.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3889 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -136196.968750 Penalty: 765.658569 Iteration 19Q: 3 clusters Score -136197 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -136221.781250 Penalty: 765.658569 Iteration 20F: 3 clusters Score -136221.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -136236.781250 Penalty: 765.658569 Iteration 21Q: 3 clusters Score -136236.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3965 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -136247.625000 Penalty: 765.658569 Iteration 22Q: 3 clusters Score -136247.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -136259.234375 Penalty: 765.658569 Iteration 23Q: 3 clusters Score -136259.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -136268.484375 Penalty: 765.658569 Iteration 24Q: 3 clusters Score -136268.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4010 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -136273.812500 Penalty: 765.658569 Iteration 25Q: 3 clusters Score -136273.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -136280.671875 Penalty: 765.658569 Iteration 26Q: 3 clusters Score -136280.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -136284.515625 Penalty: 765.658569 Iteration 27Q: 3 clusters Score -136284.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -136285.484375 Penalty: 765.658569 Iteration 28Q: 3 clusters Score -136285.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4038 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -136286.015625 Penalty: 765.658569 Iteration 29Q: 3 clusters Score -136286 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -136286.906250 Penalty: 765.658569 Iteration 30Q: 3 clusters Score -136286.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4046 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -136288.515625 Penalty: 765.658569 Iteration 31Q: 3 clusters Score -136288.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -136290.140625 Penalty: 765.658569 Iteration 32Q: 3 clusters Score -136290.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4050 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -136291.000000 Penalty: 765.658569 Iteration 33Q: 3 clusters Score -136291 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -136291.484375 Penalty: 765.658569 Iteration 34Q: 3 clusters Score -136291.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -136291.953125 Penalty: 765.658569 Iteration 35Q: 3 clusters Score -136292 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -136292.687500 Penalty: 765.658569 Iteration 36Q: 3 clusters Score -136292.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -136292.531250 Penalty: 765.658569 Iteration 37Q: 3 clusters Score -136292.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4060 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -136293.375000 Penalty: 765.658569 Iteration 38Q: 3 clusters Score -136293.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -136293.640625 Penalty: 765.658569 Iteration 39Q: 3 clusters Score -136293.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4063 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -136293.531250 Penalty: 765.658569 Iteration 40F: 3 clusters Score -136293.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -136293.718750 Penalty: 765.658569 Iteration 41Q: 3 clusters Score -136293.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -136293.718750 Penalty: 765.658569 Iteration 42F: 3 clusters Score -136293.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (898 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Entering Unmasked Estep Score: -25748.472656 Penalty: 309.407745 Iteration 0F: 2 clusters Score -25748.47 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -25020.265625 Penalty: 618.815491 Iteration 0F: 3 clusters Score -25020.27 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -25292.896484 Penalty: 618.815491 Iteration 1F: 3 clusters Score -25292.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -25413.158203 Penalty: 618.815491 Iteration 2F: 3 clusters Score -25413.16 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -25515.474609 Penalty: 618.815491 Iteration 3F: 3 clusters Score -25515.47 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -25559.091797 Penalty: 618.815491 Iteration 4Q: 3 clusters Score -25559.09 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -25573.814453 Penalty: 618.815491 Iteration 5Q: 3 clusters Score -25573.81 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -25586.382812 Penalty: 618.815491 Iteration 6Q: 3 clusters Score -25586.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -25603.464844 Penalty: 618.815491 Iteration 7Q: 3 clusters Score -25603.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -25615.587891 Penalty: 618.815491 Iteration 8Q: 3 clusters Score -25615.59 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -25627.402344 Penalty: 618.815491 Iteration 9Q: 3 clusters Score -25627.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -25638.089844 Penalty: 618.815491 Iteration 10Q: 3 clusters Score -25638.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -25649.353516 Penalty: 618.815491 Iteration 11Q: 3 clusters Score -25649.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -25659.470703 Penalty: 618.815491 Iteration 12Q: 3 clusters Score -25659.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -25667.320312 Penalty: 618.815491 Iteration 13Q: 3 clusters Score -25667.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -25675.189453 Penalty: 618.815491 Iteration 14Q: 3 clusters Score -25675.19 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -25682.572266 Penalty: 618.815491 Iteration 15Q: 3 clusters Score -25682.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -25687.830078 Penalty: 618.815491 Iteration 16Q: 3 clusters Score -25687.83 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -25688.980469 Penalty: 618.815491 Iteration 17Q: 3 clusters Score -25688.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -25690.072266 Penalty: 618.815491 Iteration 18Q: 3 clusters Score -25690.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -25691.585938 Penalty: 618.815491 Iteration 19Q: 3 clusters Score -25691.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -25691.585938 Penalty: 618.815491 Iteration 20F: 3 clusters Score -25691.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Entering Unmasked Estep Score: -77796.734375 Penalty: 357.638428 Iteration 0F: 2 clusters Score -77796.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -75962.703125 Penalty: 715.276855 Iteration 0F: 3 clusters Score -75962.7 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -76642.250000 Penalty: 715.276855 Iteration 1F: 3 clusters Score -76642.25 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -76765.429688 Penalty: 715.276855 Iteration 2F: 3 clusters Score -76765.43 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -76878.054688 Penalty: 715.276855 Iteration 3F: 3 clusters Score -76878.05 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -77008.664062 Penalty: 715.276855 Iteration 4F: 3 clusters Score -77008.66 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -77133.015625 Penalty: 715.276855 Iteration 5F: 3 clusters Score -77133.02 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -77272.765625 Penalty: 715.276855 Iteration 6F: 3 clusters Score -77272.77 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -77370.546875 Penalty: 715.276855 Iteration 7Q: 3 clusters Score -77370.55 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -77447.140625 Penalty: 715.276855 Iteration 8Q: 3 clusters Score -77447.14 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -77507.148438 Penalty: 715.276855 Iteration 9Q: 3 clusters Score -77507.15 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -77547.929688 Penalty: 715.276855 Iteration 10Q: 3 clusters Score -77547.93 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -77566.421875 Penalty: 715.276855 Iteration 11Q: 3 clusters Score -77566.42 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -77579.195312 Penalty: 715.276855 Iteration 12Q: 3 clusters Score -77579.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -77592.007812 Penalty: 715.276855 Iteration 13Q: 3 clusters Score -77592.01 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -77604.304688 Penalty: 715.276855 Iteration 14Q: 3 clusters Score -77604.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -77615.921875 Penalty: 715.276855 Iteration 15Q: 3 clusters Score -77615.92 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -77625.296875 Penalty: 715.276855 Iteration 16Q: 3 clusters Score -77625.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -77641.968750 Penalty: 715.276855 Iteration 17Q: 3 clusters Score -77641.97 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -77660.109375 Penalty: 715.276855 Iteration 18Q: 3 clusters Score -77660.11 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -77675.179688 Penalty: 715.276855 Iteration 19Q: 3 clusters Score -77675.18 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -77682.718750 Penalty: 715.276855 Iteration 20F: 3 clusters Score -77682.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -77686.117188 Penalty: 715.276855 Iteration 21Q: 3 clusters Score -77686.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -77687.437500 Penalty: 715.276855 Iteration 22Q: 3 clusters Score -77687.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -77687.718750 Penalty: 715.276855 Iteration 23Q: 3 clusters Score -77687.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -77687.773438 Penalty: 715.276855 Iteration 24Q: 3 clusters Score -77687.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -77687.773438 Penalty: 715.276855 Iteration 25F: 3 clusters Score -77687.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3457 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Entering Unmasked Estep Score: -102723.546875 Penalty: 370.741119 Iteration 0F: 2 clusters Score -102723.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -100326.921875 Penalty: 741.482239 Iteration 0F: 3 clusters Score -100326.9 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -101287.085938 Penalty: 741.482239 Iteration 1F: 3 clusters Score -101287.1 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -101433.039062 Penalty: 741.482239 Iteration 2F: 3 clusters Score -101433 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -101539.414062 Penalty: 741.482239 Iteration 3F: 3 clusters Score -101539.4 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -101658.398438 Penalty: 741.482239 Iteration 4F: 3 clusters Score -101658.4 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -101751.968750 Penalty: 741.482239 Iteration 5Q: 3 clusters Score -101752 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -101831.125000 Penalty: 741.482239 Iteration 6Q: 3 clusters Score -101831.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -101913.023438 Penalty: 741.482239 Iteration 7Q: 3 clusters Score -101913 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -101985.984375 Penalty: 741.482239 Iteration 8Q: 3 clusters Score -101986 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -102034.882812 Penalty: 741.482239 Iteration 9Q: 3 clusters Score -102034.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -102071.929688 Penalty: 741.482239 Iteration 10Q: 3 clusters Score -102071.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -102100.421875 Penalty: 741.482239 Iteration 11Q: 3 clusters Score -102100.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -102123.203125 Penalty: 741.482239 Iteration 12Q: 3 clusters Score -102123.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -102135.429688 Penalty: 741.482239 Iteration 13Q: 3 clusters Score -102135.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -102143.031250 Penalty: 741.482239 Iteration 14Q: 3 clusters Score -102143 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -102148.781250 Penalty: 741.482239 Iteration 15Q: 3 clusters Score -102148.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -102154.054688 Penalty: 741.482239 Iteration 16Q: 3 clusters Score -102154.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1930 members Entering Unmasked Estep Score: -102158.906250 Penalty: 741.482239 Iteration 17Q: 3 clusters Score -102158.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -102164.195312 Penalty: 741.482239 Iteration 18Q: 3 clusters Score -102164.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -102166.867188 Penalty: 741.482239 Iteration 19Q: 3 clusters Score -102166.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -102169.210938 Penalty: 741.482239 Iteration 20F: 3 clusters Score -102169.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -102170.757812 Penalty: 741.482239 Iteration 21Q: 3 clusters Score -102170.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -102171.882812 Penalty: 741.482239 Iteration 22Q: 3 clusters Score -102171.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -102172.187500 Penalty: 741.482239 Iteration 23Q: 3 clusters Score -102172.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -102172.828125 Penalty: 741.482239 Iteration 24Q: 3 clusters Score -102172.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -102173.593750 Penalty: 741.482239 Iteration 25Q: 3 clusters Score -102173.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -102174.156250 Penalty: 741.482239 Iteration 26Q: 3 clusters Score -102174.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -102174.421875 Penalty: 741.482239 Iteration 27Q: 3 clusters Score -102174.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -102175.523438 Penalty: 741.482239 Iteration 28Q: 3 clusters Score -102175.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -102176.164062 Penalty: 741.482239 Iteration 29Q: 3 clusters Score -102176.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -102176.687500 Penalty: 741.482239 Iteration 30Q: 3 clusters Score -102176.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -102177.703125 Penalty: 741.482239 Iteration 31Q: 3 clusters Score -102177.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -102179.109375 Penalty: 741.482239 Iteration 32Q: 3 clusters Score -102179.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -102181.328125 Penalty: 741.482239 Iteration 33Q: 3 clusters Score -102181.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -102183.312500 Penalty: 741.482239 Iteration 34Q: 3 clusters Score -102183.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -102184.367188 Penalty: 741.482239 Iteration 35Q: 3 clusters Score -102184.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -102185.945312 Penalty: 741.482239 Iteration 36Q: 3 clusters Score -102185.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -102187.195312 Penalty: 741.482239 Iteration 37Q: 3 clusters Score -102187.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -102189.875000 Penalty: 741.482239 Iteration 38Q: 3 clusters Score -102189.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -102193.195312 Penalty: 741.482239 Iteration 39Q: 3 clusters Score -102193.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -102196.421875 Penalty: 741.482239 Iteration 40F: 3 clusters Score -102196.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -102199.039062 Penalty: 741.482239 Iteration 41Q: 3 clusters Score -102199 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -102201.351562 Penalty: 741.482239 Iteration 42Q: 3 clusters Score -102201.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -102203.359375 Penalty: 741.482239 Iteration 43Q: 3 clusters Score -102203.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -102204.828125 Penalty: 741.482239 Iteration 44Q: 3 clusters Score -102204.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -102206.148438 Penalty: 741.482239 Iteration 45Q: 3 clusters Score -102206.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -102207.765625 Penalty: 741.482239 Iteration 46Q: 3 clusters Score -102207.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -102211.085938 Penalty: 741.482239 Iteration 47Q: 3 clusters Score -102211.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -102213.273438 Penalty: 741.482239 Iteration 48Q: 3 clusters Score -102213.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -102214.976562 Penalty: 741.482239 Iteration 49Q: 3 clusters Score -102215 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -102216.093750 Penalty: 741.482239 Iteration 50Q: 3 clusters Score -102216.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -102216.781250 Penalty: 741.482239 Iteration 51Q: 3 clusters Score -102216.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -102216.875000 Penalty: 741.482239 Iteration 52Q: 3 clusters Score -102216.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -102217.046875 Penalty: 741.482239 Iteration 53Q: 3 clusters Score -102217 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -102217.773438 Penalty: 741.482239 Iteration 54Q: 3 clusters Score -102217.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -102218.500000 Penalty: 741.482239 Iteration 55Q: 3 clusters Score -102218.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -102220.000000 Penalty: 741.482239 Iteration 56Q: 3 clusters Score -102220 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -102221.421875 Penalty: 741.482239 Iteration 57Q: 3 clusters Score -102221.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -102222.140625 Penalty: 741.482239 Iteration 58Q: 3 clusters Score -102222.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -102222.726562 Penalty: 741.482239 Iteration 59Q: 3 clusters Score -102222.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -102223.500000 Penalty: 741.482239 Iteration 60F: 3 clusters Score -102223.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -102223.859375 Penalty: 741.482239 Iteration 61Q: 3 clusters Score -102223.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -102223.843750 Penalty: 741.482239 Iteration 62Q: 3 clusters Score -102223.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -102224.132812 Penalty: 741.482239 Iteration 63Q: 3 clusters Score -102224.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -102224.476562 Penalty: 741.482239 Iteration 64Q: 3 clusters Score -102224.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -102224.835938 Penalty: 741.482239 Iteration 65Q: 3 clusters Score -102224.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -102224.828125 Penalty: 741.482239 Iteration 66Q: 3 clusters Score -102224.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -102224.828125 Penalty: 741.482239 Iteration 67F: 3 clusters Score -102224.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Entering Unmasked Estep Score: -64454.914062 Penalty: 356.644623 Iteration 0F: 2 clusters Score -64454.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -62658.957031 Penalty: 713.289246 Iteration 0F: 3 clusters Score -62658.96 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -63275.175781 Penalty: 713.289246 Iteration 1F: 3 clusters Score -63275.18 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -63375.328125 Penalty: 713.289246 Iteration 2F: 3 clusters Score -63375.33 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -63471.105469 Penalty: 713.289246 Iteration 3F: 3 clusters Score -63471.11 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -63579.406250 Penalty: 713.289246 Iteration 4F: 3 clusters Score -63579.41 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -63682.882812 Penalty: 713.289246 Iteration 5F: 3 clusters Score -63682.88 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -63754.562500 Penalty: 713.289246 Iteration 6Q: 3 clusters Score -63754.56 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -63824.929688 Penalty: 713.289246 Iteration 7Q: 3 clusters Score -63824.93 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -63891.476562 Penalty: 713.289246 Iteration 8Q: 3 clusters Score -63891.48 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -63953.363281 Penalty: 713.289246 Iteration 9Q: 3 clusters Score -63953.36 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -64010.312500 Penalty: 713.289246 Iteration 10Q: 3 clusters Score -64010.31 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -64066.277344 Penalty: 713.289246 Iteration 11Q: 3 clusters Score -64066.28 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -64115.324219 Penalty: 713.289246 Iteration 12Q: 3 clusters Score -64115.32 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -64158.207031 Penalty: 713.289246 Iteration 13Q: 3 clusters Score -64158.21 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -64201.515625 Penalty: 713.289246 Iteration 14Q: 3 clusters Score -64201.52 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -64234.910156 Penalty: 713.289246 Iteration 15Q: 3 clusters Score -64234.91 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -64264.468750 Penalty: 713.289246 Iteration 16Q: 3 clusters Score -64264.47 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -64290.003906 Penalty: 713.289246 Iteration 17Q: 3 clusters Score -64290 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -64310.503906 Penalty: 713.289246 Iteration 18Q: 3 clusters Score -64310.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -64324.890625 Penalty: 713.289246 Iteration 19Q: 3 clusters Score -64324.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -64332.132812 Penalty: 713.289246 Iteration 20F: 3 clusters Score -64332.13 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -64336.671875 Penalty: 713.289246 Iteration 21Q: 3 clusters Score -64336.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -64341.925781 Penalty: 713.289246 Iteration 22Q: 3 clusters Score -64341.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -64344.285156 Penalty: 713.289246 Iteration 23Q: 3 clusters Score -64344.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -64345.859375 Penalty: 713.289246 Iteration 24Q: 3 clusters Score -64345.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -64346.343750 Penalty: 713.289246 Iteration 25Q: 3 clusters Score -64346.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -64346.941406 Penalty: 713.289246 Iteration 26Q: 3 clusters Score -64346.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -64347.660156 Penalty: 713.289246 Iteration 27Q: 3 clusters Score -64347.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -64348.324219 Penalty: 713.289246 Iteration 28Q: 3 clusters Score -64348.32 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -64349.585938 Penalty: 713.289246 Iteration 29Q: 3 clusters Score -64349.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -64350.183594 Penalty: 713.289246 Iteration 30Q: 3 clusters Score -64350.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -64350.425781 Penalty: 713.289246 Iteration 31Q: 3 clusters Score -64350.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -64350.441406 Penalty: 713.289246 Iteration 32Q: 3 clusters Score -64350.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -64350.441406 Penalty: 713.289246 Iteration 33F: 3 clusters Score -64350.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (222633 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222633 members Entering Unmasked Estep Score: -6431843.500000 Penalty: 560.254272 Iteration 0F: 2 clusters Score -6431844 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111242 members Mstep: Class 2 contains 111391 members Entering Unmasked Estep Score: -6280329.000000 Penalty: 1120.508545 Iteration 0F: 3 clusters Score -6280329 nChanged 109443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101091 members Mstep: Class 2 contains 121542 members Entering Unmasked Estep Score: -6352942.000000 Penalty: 1120.508545 Iteration 1F: 3 clusters Score -6352942 nChanged 11602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96081 members Mstep: Class 2 contains 126552 members Entering Unmasked Estep Score: -6358165.000000 Penalty: 1120.508545 Iteration 2F: 3 clusters Score -6358165 nChanged 12711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89644 members Mstep: Class 2 contains 132989 members Entering Unmasked Estep Score: -6365305.000000 Penalty: 1120.508545 Iteration 3F: 3 clusters Score -6365305 nChanged 13610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81934 members Mstep: Class 2 contains 140699 members Entering Unmasked Estep Score: -6375256.500000 Penalty: 1120.508545 Iteration 4F: 3 clusters Score -6375256 nChanged 13872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74028 members Mstep: Class 2 contains 148605 members Entering Unmasked Estep Score: -6387422.500000 Penalty: 1120.508545 Iteration 5F: 3 clusters Score -6387422 nChanged 12507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67659 members Mstep: Class 2 contains 154974 members Entering Unmasked Estep Score: -6397429.000000 Penalty: 1120.508545 Iteration 6F: 3 clusters Score -6397429 nChanged 9034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62823 members Mstep: Class 2 contains 159810 members Entering Unmasked Estep Score: -6402353.000000 Penalty: 1120.508545 Iteration 7Q: 3 clusters Score -6402353 nChanged 5691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58348 members Mstep: Class 2 contains 164285 members Entering Unmasked Estep Score: -6404673.000000 Penalty: 1120.508545 Iteration 8Q: 3 clusters Score -6404673 nChanged 4719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53751 members Mstep: Class 2 contains 168882 members Entering Unmasked Estep Score: -6406470.000000 Penalty: 1120.508545 Iteration 9Q: 3 clusters Score -6406470 nChanged 4721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49032 members Mstep: Class 2 contains 173601 members Entering Unmasked Estep Score: -6408284.000000 Penalty: 1120.508545 Iteration 10Q: 3 clusters Score -6408284 nChanged 4786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44246 members Mstep: Class 2 contains 178387 members Entering Unmasked Estep Score: -6410272.000000 Penalty: 1120.508545 Iteration 11Q: 3 clusters Score -6410272 nChanged 4767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39479 members Mstep: Class 2 contains 183154 members Entering Unmasked Estep Score: -6412374.500000 Penalty: 1120.508545 Iteration 12Q: 3 clusters Score -6412374 nChanged 4893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34586 members Mstep: Class 2 contains 188047 members Entering Unmasked Estep Score: -6414588.000000 Penalty: 1120.508545 Iteration 13Q: 3 clusters Score -6414588 nChanged 4813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29773 members Mstep: Class 2 contains 192860 members Entering Unmasked Estep Score: -6417064.000000 Penalty: 1120.508545 Iteration 14Q: 3 clusters Score -6417064 nChanged 4774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24999 members Mstep: Class 2 contains 197634 members Entering Unmasked Estep Score: -6419676.500000 Penalty: 1120.508545 Iteration 15Q: 3 clusters Score -6419676 nChanged 4359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20640 members Mstep: Class 2 contains 201993 members Entering Unmasked Estep Score: -6422191.500000 Penalty: 1120.508545 Iteration 16Q: 3 clusters Score -6422192 nChanged 3953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16687 members Mstep: Class 2 contains 205946 members Entering Unmasked Estep Score: -6424579.500000 Penalty: 1120.508545 Iteration 17Q: 3 clusters Score -6424580 nChanged 3468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13219 members Mstep: Class 2 contains 209414 members Entering Unmasked Estep Score: -6426676.000000 Penalty: 1120.508545 Iteration 18Q: 3 clusters Score -6426676 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10427 members Mstep: Class 2 contains 212206 members Entering Unmasked Estep Score: -6428299.000000 Penalty: 1120.508545 Iteration 19Q: 3 clusters Score -6428299 nChanged 2153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8276 members Mstep: Class 2 contains 214357 members Entering Unmasked Estep Score: -6429479.000000 Penalty: 1120.508545 Iteration 20F: 3 clusters Score -6429479 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 215988 members Entering Unmasked Estep Score: -6430328.500000 Penalty: 1120.508545 Iteration 21Q: 3 clusters Score -6430328 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 217218 members Entering Unmasked Estep Score: -6430844.000000 Penalty: 1120.508545 Iteration 22Q: 3 clusters Score -6430844 nChanged 894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 218108 members Entering Unmasked Estep Score: -6431236.000000 Penalty: 1120.508545 Iteration 23Q: 3 clusters Score -6431236 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3860 members Mstep: Class 2 contains 218773 members Entering Unmasked Estep Score: -6431476.000000 Penalty: 1120.508545 Iteration 24Q: 3 clusters Score -6431476 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 219293 members Entering Unmasked Estep Score: -6431639.500000 Penalty: 1120.508545 Iteration 25Q: 3 clusters Score -6431640 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 219659 members Entering Unmasked Estep Score: -6431737.000000 Penalty: 1120.508545 Iteration 26Q: 3 clusters Score -6431737 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 219939 members Entering Unmasked Estep Score: -6431803.000000 Penalty: 1120.508545 Iteration 27Q: 3 clusters Score -6431803 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 220157 members Entering Unmasked Estep Score: -6431849.500000 Penalty: 1120.508545 Iteration 28Q: 3 clusters Score -6431850 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 220330 members Entering Unmasked Estep Score: -6431871.500000 Penalty: 1120.508545 Iteration 29Q: 3 clusters Score -6431872 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 220486 members Entering Unmasked Estep Score: -6431908.500000 Penalty: 1120.508545 Iteration 30Q: 3 clusters Score -6431908 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 220602 members Entering Unmasked Estep Score: -6431944.000000 Penalty: 1120.508545 Iteration 31Q: 3 clusters Score -6431944 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 220690 members Entering Unmasked Estep Score: -6431960.000000 Penalty: 1120.508545 Iteration 32Q: 3 clusters Score -6431960 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 220770 members Entering Unmasked Estep Score: -6431989.000000 Penalty: 1120.508545 Iteration 33Q: 3 clusters Score -6431989 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 220830 members Entering Unmasked Estep Score: -6432008.000000 Penalty: 1120.508545 Iteration 34Q: 3 clusters Score -6432008 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 220879 members Entering Unmasked Estep Score: -6432021.000000 Penalty: 1120.508545 Iteration 35Q: 3 clusters Score -6432021 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 220926 members Entering Unmasked Estep Score: -6432026.500000 Penalty: 1120.508545 Iteration 36Q: 3 clusters Score -6432026 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 220959 members Entering Unmasked Estep Score: -6432023.500000 Penalty: 1120.508545 Iteration 37Q: 3 clusters Score -6432024 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 220990 members Entering Unmasked Estep Score: -6432030.000000 Penalty: 1120.508545 Iteration 38Q: 3 clusters Score -6432030 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 221023 members Entering Unmasked Estep Score: -6432030.500000 Penalty: 1120.508545 Iteration 39Q: 3 clusters Score -6432030 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 221052 members Entering Unmasked Estep Score: -6432036.500000 Penalty: 1120.508545 Iteration 40F: 3 clusters Score -6432036 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 221077 members Entering Unmasked Estep Score: -6432031.500000 Penalty: 1120.508545 Iteration 41Q: 3 clusters Score -6432032 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 221096 members Entering Unmasked Estep Score: -6432036.500000 Penalty: 1120.508545 Iteration 42Q: 3 clusters Score -6432036 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 221113 members Entering Unmasked Estep Score: -6432040.500000 Penalty: 1120.508545 Iteration 43Q: 3 clusters Score -6432040 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 221129 members Entering Unmasked Estep Score: -6432045.000000 Penalty: 1120.508545 Iteration 44Q: 3 clusters Score -6432045 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 221141 members Entering Unmasked Estep Score: -6432051.000000 Penalty: 1120.508545 Iteration 45Q: 3 clusters Score -6432051 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 221155 members Entering Unmasked Estep Score: -6432041.000000 Penalty: 1120.508545 Iteration 46Q: 3 clusters Score -6432041 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 221169 members Entering Unmasked Estep Score: -6432040.500000 Penalty: 1120.508545 Iteration 47Q: 3 clusters Score -6432040 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 221180 members Entering Unmasked Estep Score: -6432037.500000 Penalty: 1120.508545 Iteration 48Q: 3 clusters Score -6432038 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 221188 members Entering Unmasked Estep Score: -6432046.000000 Penalty: 1120.508545 Iteration 49Q: 3 clusters Score -6432046 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 221191 members Entering Unmasked Estep Score: -6432050.500000 Penalty: 1120.508545 Iteration 50Q: 3 clusters Score -6432050 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 221198 members Entering Unmasked Estep Score: -6432048.500000 Penalty: 1120.508545 Iteration 51Q: 3 clusters Score -6432048 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 221204 members Entering Unmasked Estep Score: -6432050.000000 Penalty: 1120.508545 Iteration 52Q: 3 clusters Score -6432050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 221206 members Entering Unmasked Estep Score: -6432048.000000 Penalty: 1120.508545 Iteration 53Q: 3 clusters Score -6432048 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 221209 members Entering Unmasked Estep Score: -6432050.500000 Penalty: 1120.508545 Iteration 54Q: 3 clusters Score -6432050 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 221210 members Entering Unmasked Estep Score: -6432052.500000 Penalty: 1120.508545 Iteration 55Q: 3 clusters Score -6432052 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 221210 members Entering Unmasked Estep Score: -6432052.500000 Penalty: 1120.508545 Iteration 56F: 3 clusters Score -6432052 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12951 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 1992 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4509 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2592 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2536 members Mstep: Class 20 contains 1423 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10918 members Mstep: Class 28 contains 2055 members Mstep: Class 29 contains 1186 members Mstep: Class 30 contains 221210 members Entering Unmasked Estep Score: -9336990.000000 Penalty: 17394.652344 Splitting cluster 20 changes total score from -9336790.000000 to -9336990.000000 So it's getting split into cluster 30. Entering ConstructFrom: Trying to split cluster 21 (806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Entering Unmasked Estep Score: -21989.216797 Penalty: 304.489807 Iteration 0F: 2 clusters Score -21989.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -21291.859375 Penalty: 608.979614 Iteration 0F: 3 clusters Score -21291.86 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -21499.816406 Penalty: 608.979614 Iteration 1F: 3 clusters Score -21499.82 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -21558.027344 Penalty: 608.979614 Iteration 2F: 3 clusters Score -21558.03 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -21597.800781 Penalty: 608.979614 Iteration 3F: 3 clusters Score -21597.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -21641.080078 Penalty: 608.979614 Iteration 4F: 3 clusters Score -21641.08 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -21669.812500 Penalty: 608.979614 Iteration 5Q: 3 clusters Score -21669.81 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -21688.111328 Penalty: 608.979614 Iteration 6Q: 3 clusters Score -21688.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -21698.212891 Penalty: 608.979614 Iteration 7Q: 3 clusters Score -21698.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -21705.705078 Penalty: 608.979614 Iteration 8Q: 3 clusters Score -21705.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -21711.613281 Penalty: 608.979614 Iteration 9Q: 3 clusters Score -21711.61 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -21716.736328 Penalty: 608.979614 Iteration 10Q: 3 clusters Score -21716.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -21723.162109 Penalty: 608.979614 Iteration 11Q: 3 clusters Score -21723.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -21727.941406 Penalty: 608.979614 Iteration 12Q: 3 clusters Score -21727.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -21731.470703 Penalty: 608.979614 Iteration 13Q: 3 clusters Score -21731.47 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -21733.726562 Penalty: 608.979614 Iteration 14Q: 3 clusters Score -21733.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -21736.482422 Penalty: 608.979614 Iteration 15Q: 3 clusters Score -21736.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -21737.091797 Penalty: 608.979614 Iteration 16Q: 3 clusters Score -21737.09 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -21738.744141 Penalty: 608.979614 Iteration 17Q: 3 clusters Score -21738.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -21739.296875 Penalty: 608.979614 Iteration 18Q: 3 clusters Score -21739.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -21739.615234 Penalty: 608.979614 Iteration 19Q: 3 clusters Score -21739.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -21740.183594 Penalty: 608.979614 Iteration 20F: 3 clusters Score -21740.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -21742.431641 Penalty: 608.979614 Iteration 21Q: 3 clusters Score -21742.43 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -21745.216797 Penalty: 608.979614 Iteration 22Q: 3 clusters Score -21745.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -21745.607422 Penalty: 608.979614 Iteration 23Q: 3 clusters Score -21745.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -21745.607422 Penalty: 608.979614 Iteration 24F: 3 clusters Score -21745.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Entering Unmasked Estep Score: -49283.285156 Penalty: 341.274078 Iteration 0F: 2 clusters Score -49283.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -47949.101562 Penalty: 682.548157 Iteration 0F: 3 clusters Score -47949.1 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -48377.082031 Penalty: 682.548157 Iteration 1F: 3 clusters Score -48377.08 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -48444.554688 Penalty: 682.548157 Iteration 2F: 3 clusters Score -48444.55 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -48495.804688 Penalty: 682.548157 Iteration 3F: 3 clusters Score -48495.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -48565.109375 Penalty: 682.548157 Iteration 4Q: 3 clusters Score -48565.11 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -48636.605469 Penalty: 682.548157 Iteration 5Q: 3 clusters Score -48636.61 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -48698.769531 Penalty: 682.548157 Iteration 6Q: 3 clusters Score -48698.77 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -48753.578125 Penalty: 682.548157 Iteration 7Q: 3 clusters Score -48753.58 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -48799.917969 Penalty: 682.548157 Iteration 8Q: 3 clusters Score -48799.92 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -48839.171875 Penalty: 682.548157 Iteration 9Q: 3 clusters Score -48839.17 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -48865.449219 Penalty: 682.548157 Iteration 10Q: 3 clusters Score -48865.45 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -48892.101562 Penalty: 682.548157 Iteration 11Q: 3 clusters Score -48892.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -48917.433594 Penalty: 682.548157 Iteration 12Q: 3 clusters Score -48917.43 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -48933.367188 Penalty: 682.548157 Iteration 13Q: 3 clusters Score -48933.37 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -48945.679688 Penalty: 682.548157 Iteration 14Q: 3 clusters Score -48945.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -48963.312500 Penalty: 682.548157 Iteration 15Q: 3 clusters Score -48963.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -48979.621094 Penalty: 682.548157 Iteration 16Q: 3 clusters Score -48979.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -48995.726562 Penalty: 682.548157 Iteration 17Q: 3 clusters Score -48995.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -49003.636719 Penalty: 682.548157 Iteration 18Q: 3 clusters Score -49003.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -49010.914062 Penalty: 682.548157 Iteration 19Q: 3 clusters Score -49010.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -49019.164062 Penalty: 682.548157 Iteration 20F: 3 clusters Score -49019.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -49025.789062 Penalty: 682.548157 Iteration 21Q: 3 clusters Score -49025.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -49030.660156 Penalty: 682.548157 Iteration 22Q: 3 clusters Score -49030.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -49036.503906 Penalty: 682.548157 Iteration 23Q: 3 clusters Score -49036.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -49043.816406 Penalty: 682.548157 Iteration 24Q: 3 clusters Score -49043.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -49048.050781 Penalty: 682.548157 Iteration 25Q: 3 clusters Score -49048.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -49050.875000 Penalty: 682.548157 Iteration 26Q: 3 clusters Score -49050.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -49053.445312 Penalty: 682.548157 Iteration 27Q: 3 clusters Score -49053.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -49055.214844 Penalty: 682.548157 Iteration 28Q: 3 clusters Score -49055.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -49056.386719 Penalty: 682.548157 Iteration 29Q: 3 clusters Score -49056.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -49058.503906 Penalty: 682.548157 Iteration 30Q: 3 clusters Score -49058.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -49058.503906 Penalty: 682.548157 Iteration 31F: 3 clusters Score -49058.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Entering Unmasked Estep Score: -64585.605469 Penalty: 350.094879 Iteration 0F: 2 clusters Score -64585.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -63050.140625 Penalty: 700.189758 Iteration 0F: 3 clusters Score -63050.14 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -63626.625000 Penalty: 700.189758 Iteration 1F: 3 clusters Score -63626.62 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -63763.015625 Penalty: 700.189758 Iteration 2F: 3 clusters Score -63763.02 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -63861.687500 Penalty: 700.189758 Iteration 3F: 3 clusters Score -63861.69 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -63990.941406 Penalty: 700.189758 Iteration 4F: 3 clusters Score -63990.94 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -64083.011719 Penalty: 700.189758 Iteration 5F: 3 clusters Score -64083.01 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -64136.644531 Penalty: 700.189758 Iteration 6Q: 3 clusters Score -64136.64 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -64188.058594 Penalty: 700.189758 Iteration 7Q: 3 clusters Score -64188.06 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -64243.777344 Penalty: 700.189758 Iteration 8Q: 3 clusters Score -64243.78 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -64269.050781 Penalty: 700.189758 Iteration 9Q: 3 clusters Score -64269.05 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -64282.660156 Penalty: 700.189758 Iteration 10Q: 3 clusters Score -64282.66 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -64288.726562 Penalty: 700.189758 Iteration 11Q: 3 clusters Score -64288.73 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -64293.457031 Penalty: 700.189758 Iteration 12Q: 3 clusters Score -64293.46 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -64298.335938 Penalty: 700.189758 Iteration 13Q: 3 clusters Score -64298.34 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -64302.632812 Penalty: 700.189758 Iteration 14Q: 3 clusters Score -64302.63 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -64305.460938 Penalty: 700.189758 Iteration 15Q: 3 clusters Score -64305.46 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -64307.738281 Penalty: 700.189758 Iteration 16Q: 3 clusters Score -64307.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -64309.488281 Penalty: 700.189758 Iteration 17Q: 3 clusters Score -64309.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -64312.613281 Penalty: 700.189758 Iteration 18Q: 3 clusters Score -64312.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -64315.792969 Penalty: 700.189758 Iteration 19Q: 3 clusters Score -64315.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -64317.773438 Penalty: 700.189758 Iteration 20F: 3 clusters Score -64317.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -64319.917969 Penalty: 700.189758 Iteration 21Q: 3 clusters Score -64319.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -64320.523438 Penalty: 700.189758 Iteration 22Q: 3 clusters Score -64320.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -64320.664062 Penalty: 700.189758 Iteration 23Q: 3 clusters Score -64320.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -64320.847656 Penalty: 700.189758 Iteration 24Q: 3 clusters Score -64320.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -64321.210938 Penalty: 700.189758 Iteration 25Q: 3 clusters Score -64321.21 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -64321.550781 Penalty: 700.189758 Iteration 26Q: 3 clusters Score -64321.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -64322.082031 Penalty: 700.189758 Iteration 27Q: 3 clusters Score -64322.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -64322.394531 Penalty: 700.189758 Iteration 28Q: 3 clusters Score -64322.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -64322.613281 Penalty: 700.189758 Iteration 29Q: 3 clusters Score -64322.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -64322.613281 Penalty: 700.189758 Iteration 30F: 3 clusters Score -64322.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -11935.108398 Penalty: 289.123840 Iteration 0F: 2 clusters Score -11935.11 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 296 members Entering Unmasked Estep Score: -11432.877930 Penalty: 578.247681 Iteration 0F: 3 clusters Score -11432.88 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -11575.379883 Penalty: 578.247681 Iteration 1F: 3 clusters Score -11575.38 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -11631.396484 Penalty: 578.247681 Iteration 2F: 3 clusters Score -11631.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -11667.858398 Penalty: 578.247681 Iteration 3F: 3 clusters Score -11667.86 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -11710.754883 Penalty: 578.247681 Iteration 4F: 3 clusters Score -11710.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -11727.004883 Penalty: 578.247681 Iteration 5Q: 3 clusters Score -11727 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -11738.924805 Penalty: 578.247681 Iteration 6Q: 3 clusters Score -11738.92 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -11760.310547 Penalty: 578.247681 Iteration 7Q: 3 clusters Score -11760.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -11780.908203 Penalty: 578.247681 Iteration 8Q: 3 clusters Score -11780.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -11842.893555 Penalty: 578.247681 Iteration 9F: 3 clusters Score -11842.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -11879.066406 Penalty: 578.247681 Iteration 10Q: 3 clusters Score -11879.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -11905.615234 Penalty: 578.247681 Iteration 11Q: 3 clusters Score -11905.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -11926.238281 Penalty: 578.247681 Iteration 12Q: 3 clusters Score -11926.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -11931.938477 Penalty: 578.247681 Iteration 13Q: 3 clusters Score -11931.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -11933.454102 Penalty: 578.247681 Iteration 14Q: 3 clusters Score -11933.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -11935.479492 Penalty: 578.247681 Iteration 15Q: 3 clusters Score -11935.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -11936.867188 Penalty: 578.247681 Iteration 16Q: 3 clusters Score -11936.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -11937.130859 Penalty: 578.247681 Iteration 17Q: 3 clusters Score -11937.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -11937.130859 Penalty: 578.247681 Iteration 18F: 3 clusters Score -11937.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12951 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 1992 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4509 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2592 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2536 members Mstep: Class 20 contains 1423 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 236 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10918 members Mstep: Class 28 contains 2055 members Mstep: Class 29 contains 1186 members Mstep: Class 30 contains 221210 members Mstep: Class 31 contains 339 members Entering Unmasked Estep Score: -9336701.000000 Penalty: 17974.474609 Splitting cluster 24 changes total score from -9336790.000000 to -9336701.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (811 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Entering Unmasked Estep Score: -17176.009766 Penalty: 304.771179 Iteration 0F: 2 clusters Score -17176.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -16498.535156 Penalty: 609.542358 Iteration 0F: 3 clusters Score -16498.54 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -16727.996094 Penalty: 609.542358 Iteration 1F: 3 clusters Score -16728 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -16770.326172 Penalty: 609.542358 Iteration 2F: 3 clusters Score -16770.33 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -16806.998047 Penalty: 609.542358 Iteration 3F: 3 clusters Score -16807 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -16887.136719 Penalty: 609.542358 Iteration 4F: 3 clusters Score -16887.14 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -16978.412109 Penalty: 609.542358 Iteration 5F: 3 clusters Score -16978.41 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -17041.843750 Penalty: 609.542358 Iteration 6F: 3 clusters Score -17041.84 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -17078.125000 Penalty: 609.542358 Iteration 7Q: 3 clusters Score -17078.12 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -17096.501953 Penalty: 609.542358 Iteration 8Q: 3 clusters Score -17096.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -17112.820312 Penalty: 609.542358 Iteration 9Q: 3 clusters Score -17112.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -17121.257812 Penalty: 609.542358 Iteration 10Q: 3 clusters Score -17121.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -17126.003906 Penalty: 609.542358 Iteration 11Q: 3 clusters Score -17126 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -17128.792969 Penalty: 609.542358 Iteration 12Q: 3 clusters Score -17128.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -17129.519531 Penalty: 609.542358 Iteration 13Q: 3 clusters Score -17129.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -17132.343750 Penalty: 609.542358 Iteration 14Q: 3 clusters Score -17132.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -17133.507812 Penalty: 609.542358 Iteration 15Q: 3 clusters Score -17133.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -17135.085938 Penalty: 609.542358 Iteration 16Q: 3 clusters Score -17135.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -17135.914062 Penalty: 609.542358 Iteration 17Q: 3 clusters Score -17135.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -17136.552734 Penalty: 609.542358 Iteration 18Q: 3 clusters Score -17136.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -17137.173828 Penalty: 609.542358 Iteration 19Q: 3 clusters Score -17137.17 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -17142.105469 Penalty: 609.542358 Iteration 20F: 3 clusters Score -17142.11 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -17143.490234 Penalty: 609.542358 Iteration 21Q: 3 clusters Score -17143.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -17144.148438 Penalty: 609.542358 Iteration 22Q: 3 clusters Score -17144.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -17145.017578 Penalty: 609.542358 Iteration 23Q: 3 clusters Score -17145.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -17146.277344 Penalty: 609.542358 Iteration 24Q: 3 clusters Score -17146.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -17148.433594 Penalty: 609.542358 Iteration 25Q: 3 clusters Score -17148.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -17149.916016 Penalty: 609.542358 Iteration 26Q: 3 clusters Score -17149.92 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -17150.003906 Penalty: 609.542358 Iteration 27Q: 3 clusters Score -17150 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -17150.003906 Penalty: 609.542358 Iteration 28F: 3 clusters Score -17150 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1601 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Entering Unmasked Estep Score: -45886.843750 Penalty: 335.716461 Iteration 0F: 2 clusters Score -45886.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -44660.585938 Penalty: 671.432922 Iteration 0F: 3 clusters Score -44660.59 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -45025.179688 Penalty: 671.432922 Iteration 1F: 3 clusters Score -45025.18 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -45073.277344 Penalty: 671.432922 Iteration 2F: 3 clusters Score -45073.28 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -45117.738281 Penalty: 671.432922 Iteration 3Q: 3 clusters Score -45117.74 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -45163.480469 Penalty: 671.432922 Iteration 4Q: 3 clusters Score -45163.48 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -45224.687500 Penalty: 671.432922 Iteration 5Q: 3 clusters Score -45224.69 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -45296.843750 Penalty: 671.432922 Iteration 6F: 3 clusters Score -45296.84 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -45355.851562 Penalty: 671.432922 Iteration 7Q: 3 clusters Score -45355.85 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -45404.492188 Penalty: 671.432922 Iteration 8Q: 3 clusters Score -45404.49 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -45461.964844 Penalty: 671.432922 Iteration 9Q: 3 clusters Score -45461.96 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -45503.667969 Penalty: 671.432922 Iteration 10Q: 3 clusters Score -45503.67 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -45523.964844 Penalty: 671.432922 Iteration 11Q: 3 clusters Score -45523.96 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -45541.855469 Penalty: 671.432922 Iteration 12Q: 3 clusters Score -45541.86 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -45554.492188 Penalty: 671.432922 Iteration 13Q: 3 clusters Score -45554.49 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -45566.300781 Penalty: 671.432922 Iteration 14Q: 3 clusters Score -45566.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -45572.925781 Penalty: 671.432922 Iteration 15Q: 3 clusters Score -45572.93 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -45577.562500 Penalty: 671.432922 Iteration 16Q: 3 clusters Score -45577.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -45584.644531 Penalty: 671.432922 Iteration 17Q: 3 clusters Score -45584.64 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -45594.562500 Penalty: 671.432922 Iteration 18Q: 3 clusters Score -45594.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -45604.128906 Penalty: 671.432922 Iteration 19Q: 3 clusters Score -45604.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -45613.296875 Penalty: 671.432922 Iteration 20F: 3 clusters Score -45613.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -45614.960938 Penalty: 671.432922 Iteration 21Q: 3 clusters Score -45614.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -45614.960938 Penalty: 671.432922 Iteration 22F: 3 clusters Score -45614.96 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (10918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Entering Unmasked Estep Score: -317369.531250 Penalty: 423.066650 Iteration 0F: 2 clusters Score -317369.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 5343 members Entering Unmasked Estep Score: -310138.187500 Penalty: 846.133301 Iteration 0F: 3 clusters Score -310138.2 nChanged 5118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -313979.156250 Penalty: 846.133301 Iteration 1F: 3 clusters Score -313979.2 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -314755.843750 Penalty: 846.133301 Iteration 2F: 3 clusters Score -314755.8 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -315643.093750 Penalty: 846.133301 Iteration 3F: 3 clusters Score -315643.1 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9203 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -316414.843750 Penalty: 846.133301 Iteration 4F: 3 clusters Score -316414.8 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -316910.843750 Penalty: 846.133301 Iteration 5Q: 3 clusters Score -316910.8 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9935 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -317198.781250 Penalty: 846.133301 Iteration 6Q: 3 clusters Score -317198.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10096 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -317384.906250 Penalty: 846.133301 Iteration 7Q: 3 clusters Score -317384.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -317536.875000 Penalty: 846.133301 Iteration 8Q: 3 clusters Score -317536.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -317628.093750 Penalty: 846.133301 Iteration 9Q: 3 clusters Score -317628.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -317666.968750 Penalty: 846.133301 Iteration 10Q: 3 clusters Score -317667 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10280 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -317681.406250 Penalty: 846.133301 Iteration 11Q: 3 clusters Score -317681.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10292 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -317690.593750 Penalty: 846.133301 Iteration 12Q: 3 clusters Score -317690.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10307 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -317697.125000 Penalty: 846.133301 Iteration 13Q: 3 clusters Score -317697.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -317702.156250 Penalty: 846.133301 Iteration 14Q: 3 clusters Score -317702.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -317703.312500 Penalty: 846.133301 Iteration 15Q: 3 clusters Score -317703.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10331 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -317704.125000 Penalty: 846.133301 Iteration 16Q: 3 clusters Score -317704.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -317705.375000 Penalty: 846.133301 Iteration 17Q: 3 clusters Score -317705.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10342 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -317706.250000 Penalty: 846.133301 Iteration 18Q: 3 clusters Score -317706.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10349 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -317706.781250 Penalty: 846.133301 Iteration 19Q: 3 clusters Score -317706.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -317706.875000 Penalty: 846.133301 Iteration 20F: 3 clusters Score -317706.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10354 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -317707.906250 Penalty: 846.133301 Iteration 21Q: 3 clusters Score -317707.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10356 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -317708.000000 Penalty: 846.133301 Iteration 22Q: 3 clusters Score -317708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -317708.718750 Penalty: 846.133301 Iteration 23Q: 3 clusters Score -317708.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -317709.218750 Penalty: 846.133301 Iteration 24Q: 3 clusters Score -317709.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10363 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -317709.406250 Penalty: 846.133301 Iteration 25Q: 3 clusters Score -317709.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -317710.281250 Penalty: 846.133301 Iteration 26Q: 3 clusters Score -317710.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10370 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -317710.625000 Penalty: 846.133301 Iteration 27Q: 3 clusters Score -317710.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10373 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -317710.593750 Penalty: 846.133301 Iteration 28Q: 3 clusters Score -317710.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10376 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -317712.343750 Penalty: 846.133301 Iteration 29Q: 3 clusters Score -317712.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10381 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -317712.875000 Penalty: 846.133301 Iteration 30Q: 3 clusters Score -317712.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10387 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -317715.093750 Penalty: 846.133301 Iteration 31Q: 3 clusters Score -317715.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10395 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -317717.187500 Penalty: 846.133301 Iteration 32Q: 3 clusters Score -317717.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10401 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -317719.343750 Penalty: 846.133301 Iteration 33Q: 3 clusters Score -317719.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -317721.437500 Penalty: 846.133301 Iteration 34Q: 3 clusters Score -317721.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10417 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -317723.125000 Penalty: 846.133301 Iteration 35Q: 3 clusters Score -317723.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10419 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -317723.968750 Penalty: 846.133301 Iteration 36Q: 3 clusters Score -317724 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10423 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -317725.625000 Penalty: 846.133301 Iteration 37Q: 3 clusters Score -317725.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10428 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -317726.250000 Penalty: 846.133301 Iteration 38Q: 3 clusters Score -317726.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10431 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -317726.250000 Penalty: 846.133301 Iteration 39Q: 3 clusters Score -317726.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10433 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -317727.656250 Penalty: 846.133301 Iteration 40F: 3 clusters Score -317727.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10435 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -317728.468750 Penalty: 846.133301 Iteration 41Q: 3 clusters Score -317728.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -317729.968750 Penalty: 846.133301 Iteration 42Q: 3 clusters Score -317730 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -317730.843750 Penalty: 846.133301 Iteration 43Q: 3 clusters Score -317730.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10450 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -317732.343750 Penalty: 846.133301 Iteration 44Q: 3 clusters Score -317732.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10454 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -317732.718750 Penalty: 846.133301 Iteration 45Q: 3 clusters Score -317732.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -317732.968750 Penalty: 846.133301 Iteration 46Q: 3 clusters Score -317733 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10455 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -317732.968750 Penalty: 846.133301 Iteration 47F: 3 clusters Score -317733 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12951 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 1992 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4509 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2592 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2536 members Mstep: Class 20 contains 1423 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10455 members Mstep: Class 28 contains 2055 members Mstep: Class 29 contains 1186 members Mstep: Class 30 contains 221210 members Mstep: Class 31 contains 463 members Entering Unmasked Estep Score: -9337186.000000 Penalty: 17974.474609 Splitting cluster 27 changes total score from -9336790.000000 to -9337186.000000 So it's getting split into cluster 31. Entering ConstructFrom: Trying to split cluster 28 (2055 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Entering Unmasked Estep Score: -63091.863281 Penalty: 347.075409 Iteration 0F: 2 clusters Score -63091.86 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -61643.183594 Penalty: 694.150818 Iteration 0F: 3 clusters Score -61643.18 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -62130.082031 Penalty: 694.150818 Iteration 1F: 3 clusters Score -62130.08 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -62212.187500 Penalty: 694.150818 Iteration 2F: 3 clusters Score -62212.19 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -62270.398438 Penalty: 694.150818 Iteration 3F: 3 clusters Score -62270.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -62330.308594 Penalty: 694.150818 Iteration 4F: 3 clusters Score -62330.31 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -62390.718750 Penalty: 694.150818 Iteration 5F: 3 clusters Score -62390.72 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -62446.207031 Penalty: 694.150818 Iteration 6Q: 3 clusters Score -62446.21 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -62500.976562 Penalty: 694.150818 Iteration 7Q: 3 clusters Score -62500.98 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -62551.281250 Penalty: 694.150818 Iteration 8Q: 3 clusters Score -62551.28 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -62588.332031 Penalty: 694.150818 Iteration 9Q: 3 clusters Score -62588.33 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -62608.578125 Penalty: 694.150818 Iteration 10Q: 3 clusters Score -62608.58 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -62630.582031 Penalty: 694.150818 Iteration 11Q: 3 clusters Score -62630.58 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -62655.480469 Penalty: 694.150818 Iteration 12Q: 3 clusters Score -62655.48 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -62674.191406 Penalty: 694.150818 Iteration 13Q: 3 clusters Score -62674.19 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -62686.875000 Penalty: 694.150818 Iteration 14Q: 3 clusters Score -62686.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -62695.625000 Penalty: 694.150818 Iteration 15Q: 3 clusters Score -62695.62 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -62709.101562 Penalty: 694.150818 Iteration 16Q: 3 clusters Score -62709.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -62717.058594 Penalty: 694.150818 Iteration 17Q: 3 clusters Score -62717.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -62723.132812 Penalty: 694.150818 Iteration 18Q: 3 clusters Score -62723.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -62730.640625 Penalty: 694.150818 Iteration 19Q: 3 clusters Score -62730.64 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -62739.675781 Penalty: 694.150818 Iteration 20F: 3 clusters Score -62739.68 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -62748.488281 Penalty: 694.150818 Iteration 21Q: 3 clusters Score -62748.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -62757.054688 Penalty: 694.150818 Iteration 22Q: 3 clusters Score -62757.05 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -62762.886719 Penalty: 694.150818 Iteration 23Q: 3 clusters Score -62762.89 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -62766.035156 Penalty: 694.150818 Iteration 24Q: 3 clusters Score -62766.04 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -62768.636719 Penalty: 694.150818 Iteration 25Q: 3 clusters Score -62768.64 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -62770.328125 Penalty: 694.150818 Iteration 26Q: 3 clusters Score -62770.33 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -62771.660156 Penalty: 694.150818 Iteration 27Q: 3 clusters Score -62771.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -62775.093750 Penalty: 694.150818 Iteration 28Q: 3 clusters Score -62775.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -62778.992188 Penalty: 694.150818 Iteration 29Q: 3 clusters Score -62778.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -62780.800781 Penalty: 694.150818 Iteration 30Q: 3 clusters Score -62780.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -62782.437500 Penalty: 694.150818 Iteration 31Q: 3 clusters Score -62782.44 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -62784.894531 Penalty: 694.150818 Iteration 32Q: 3 clusters Score -62784.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -62787.457031 Penalty: 694.150818 Iteration 33Q: 3 clusters Score -62787.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -62791.679688 Penalty: 694.150818 Iteration 34Q: 3 clusters Score -62791.68 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -62794.218750 Penalty: 694.150818 Iteration 35Q: 3 clusters Score -62794.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -62794.707031 Penalty: 694.150818 Iteration 36Q: 3 clusters Score -62794.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -62794.789062 Penalty: 694.150818 Iteration 37Q: 3 clusters Score -62794.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -62794.789062 Penalty: 694.150818 Iteration 38F: 3 clusters Score -62794.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -31824.410156 Penalty: 322.064545 Iteration 0F: 2 clusters Score -31824.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -30904.482422 Penalty: 644.129089 Iteration 0F: 3 clusters Score -30904.48 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -31204.935547 Penalty: 644.129089 Iteration 1F: 3 clusters Score -31204.94 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -31273.498047 Penalty: 644.129089 Iteration 2F: 3 clusters Score -31273.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -31342.855469 Penalty: 644.129089 Iteration 3F: 3 clusters Score -31342.86 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -31418.429688 Penalty: 644.129089 Iteration 4F: 3 clusters Score -31418.43 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -31483.011719 Penalty: 644.129089 Iteration 5F: 3 clusters Score -31483.01 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -31522.425781 Penalty: 644.129089 Iteration 6Q: 3 clusters Score -31522.43 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -31551.761719 Penalty: 644.129089 Iteration 7Q: 3 clusters Score -31551.76 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -31579.960938 Penalty: 644.129089 Iteration 8Q: 3 clusters Score -31579.96 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -31596.400391 Penalty: 644.129089 Iteration 9Q: 3 clusters Score -31596.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -31611.285156 Penalty: 644.129089 Iteration 10Q: 3 clusters Score -31611.29 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -31623.451172 Penalty: 644.129089 Iteration 11Q: 3 clusters Score -31623.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -31630.187500 Penalty: 644.129089 Iteration 12Q: 3 clusters Score -31630.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -31638.835938 Penalty: 644.129089 Iteration 13Q: 3 clusters Score -31638.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -31642.205078 Penalty: 644.129089 Iteration 14Q: 3 clusters Score -31642.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -31643.933594 Penalty: 644.129089 Iteration 15Q: 3 clusters Score -31643.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -31645.369141 Penalty: 644.129089 Iteration 16Q: 3 clusters Score -31645.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -31645.582031 Penalty: 644.129089 Iteration 17Q: 3 clusters Score -31645.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -31645.582031 Penalty: 644.129089 Iteration 18F: 3 clusters Score -31645.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 195 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20662 members Mstep: Class 7 contains 1234 members Mstep: Class 8 contains 12951 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1845 members Mstep: Class 13 contains 1992 members Mstep: Class 14 contains 7191 members Mstep: Class 15 contains 4509 members Mstep: Class 16 contains 898 members Mstep: Class 17 contains 2592 members Mstep: Class 18 contains 3457 members Mstep: Class 19 contains 2536 members Mstep: Class 20 contains 1423 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10455 members Mstep: Class 28 contains 2055 members Mstep: Class 29 contains 1186 members Entering Unmasked Estep ConsiderDeletion Score: -9337268.000000 Penalty: 17974.474609 Iteration 159Q: 32 clusters Score -9337268 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14105 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20659 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 12952 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6319 members Mstep: Class 12 contains 1847 members Mstep: Class 13 contains 1997 members Mstep: Class 14 contains 7193 members Mstep: Class 15 contains 4508 members Mstep: Class 16 contains 904 members Mstep: Class 17 contains 2592 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2550 members Mstep: Class 20 contains 1450 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 576 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10452 members Mstep: Class 28 contains 2048 members Mstep: Class 29 contains 1187 members Mstep: Class 30 contains 221148 members Mstep: Class 31 contains 466 members Entering Unmasked Estep ConsiderDeletion Score: -9337309.000000 Penalty: 17974.474609 Iteration 160F: 32 clusters Score -9337309 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20658 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 12952 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6319 members Mstep: Class 12 contains 1839 members Mstep: Class 13 contains 1990 members Mstep: Class 14 contains 7192 members Mstep: Class 15 contains 4509 members Mstep: Class 16 contains 913 members Mstep: Class 17 contains 2592 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2548 members Mstep: Class 20 contains 1458 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 575 members Mstep: Class 25 contains 811 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10448 members Mstep: Class 28 contains 2043 members Mstep: Class 29 contains 1193 members Mstep: Class 30 contains 221143 members Mstep: Class 31 contains 480 members Entering Unmasked Estep ConsiderDeletion Score: -9337338.000000 Penalty: 17974.474609 Iteration 161Q: 32 clusters Score -9337338 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20658 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 12951 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6318 members Mstep: Class 12 contains 1837 members Mstep: Class 13 contains 1991 members Mstep: Class 14 contains 7189 members Mstep: Class 15 contains 4509 members Mstep: Class 16 contains 917 members Mstep: Class 17 contains 2593 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2545 members Mstep: Class 20 contains 1460 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 574 members Mstep: Class 25 contains 810 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10453 members Mstep: Class 28 contains 2038 members Mstep: Class 29 contains 1191 members Mstep: Class 30 contains 221142 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337356.000000 Penalty: 17974.474609 Iteration 162Q: 32 clusters Score -9337356 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 12950 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6318 members Mstep: Class 12 contains 1837 members Mstep: Class 13 contains 1994 members Mstep: Class 14 contains 7188 members Mstep: Class 15 contains 4508 members Mstep: Class 16 contains 920 members Mstep: Class 17 contains 2595 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2544 members Mstep: Class 20 contains 1458 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 574 members Mstep: Class 25 contains 809 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10458 members Mstep: Class 28 contains 2032 members Mstep: Class 29 contains 1191 members Mstep: Class 30 contains 221144 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337369.000000 Penalty: 17974.474609 Iteration 163Q: 32 clusters Score -9337369 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20656 members Mstep: Class 7 contains 1238 members Mstep: Class 8 contains 12950 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6318 members Mstep: Class 12 contains 1837 members Mstep: Class 13 contains 1998 members Mstep: Class 14 contains 7186 members Mstep: Class 15 contains 4505 members Mstep: Class 16 contains 921 members Mstep: Class 17 contains 2599 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2544 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 574 members Mstep: Class 25 contains 804 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10468 members Mstep: Class 28 contains 2025 members Mstep: Class 29 contains 1188 members Mstep: Class 30 contains 221147 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337386.000000 Penalty: 17974.474609 Iteration 164Q: 32 clusters Score -9337386 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20655 members Mstep: Class 7 contains 1240 members Mstep: Class 8 contains 12950 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1837 members Mstep: Class 13 contains 2000 members Mstep: Class 14 contains 7186 members Mstep: Class 15 contains 4503 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2604 members Mstep: Class 18 contains 3458 members Mstep: Class 19 contains 2539 members Mstep: Class 20 contains 1453 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 573 members Mstep: Class 25 contains 808 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10474 members Mstep: Class 28 contains 2024 members Mstep: Class 29 contains 1182 members Mstep: Class 30 contains 221149 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337387.000000 Penalty: 17974.474609 Iteration 165Q: 32 clusters Score -9337387 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 28 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20655 members Mstep: Class 7 contains 1243 members Mstep: Class 8 contains 12949 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6315 members Mstep: Class 12 contains 1836 members Mstep: Class 13 contains 2001 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4502 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 2606 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2537 members Mstep: Class 20 contains 1454 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 807 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10481 members Mstep: Class 28 contains 2024 members Mstep: Class 29 contains 1174 members Mstep: Class 30 contains 221148 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337370.000000 Penalty: 17974.474609 Iteration 166Q: 32 clusters Score -9337370 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20655 members Mstep: Class 7 contains 1247 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6439 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6311 members Mstep: Class 12 contains 1833 members Mstep: Class 13 contains 2002 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4500 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 2609 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2533 members Mstep: Class 20 contains 1453 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 812 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10491 members Mstep: Class 28 contains 2024 members Mstep: Class 29 contains 1163 members Mstep: Class 30 contains 221151 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337392.000000 Penalty: 17974.474609 Iteration 167Q: 32 clusters Score -9337392 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20655 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6438 members Mstep: Class 10 contains 692 members Mstep: Class 11 contains 6311 members Mstep: Class 12 contains 1830 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4498 members Mstep: Class 16 contains 923 members Mstep: Class 17 contains 2611 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2528 members Mstep: Class 20 contains 1453 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1810 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 812 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10492 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1160 members Mstep: Class 30 contains 221156 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337395.000000 Penalty: 17974.474609 Iteration 168Q: 32 clusters Score -9337395 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20656 members Mstep: Class 7 contains 1251 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6438 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4493 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2615 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2524 members Mstep: Class 20 contains 1455 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1812 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221159 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337394.000000 Penalty: 17974.474609 Iteration 169Q: 32 clusters Score -9337394 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20656 members Mstep: Class 7 contains 1251 members Mstep: Class 8 contains 12947 members Mstep: Class 9 contains 6440 members Mstep: Class 10 contains 691 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4489 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2620 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2522 members Mstep: Class 20 contains 1454 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1812 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1601 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221161 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337383.000000 Penalty: 17974.474609 Iteration 170Q: 32 clusters Score -9337383 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14105 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20654 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12947 members Mstep: Class 9 contains 6445 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4482 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2627 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1455 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1809 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221163 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337395.000000 Penalty: 17974.474609 Iteration 171Q: 32 clusters Score -9337395 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14105 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20652 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12947 members Mstep: Class 9 contains 6447 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4480 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2631 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1807 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337393.000000 Penalty: 17974.474609 Iteration 172Q: 32 clusters Score -9337393 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14106 members Mstep: Class 5 contains 6989 members Mstep: Class 6 contains 20651 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12947 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4478 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2633 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1457 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221161 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337389.000000 Penalty: 17974.474609 Iteration 173Q: 32 clusters Score -9337389 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14106 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20650 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12946 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4474 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2638 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1458 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221160 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337398.000000 Penalty: 17974.474609 Iteration 174Q: 32 clusters Score -9337398 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14106 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20650 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12945 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4469 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2644 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1459 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221159 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337390.000000 Penalty: 17974.474609 Iteration 175Q: 32 clusters Score -9337390 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14105 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20650 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12944 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4462 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2653 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1457 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221161 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337398.000000 Penalty: 17974.474609 Iteration 176Q: 32 clusters Score -9337398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14105 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20651 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12944 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4452 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2661 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337399.000000 Penalty: 17974.474609 Iteration 177Q: 32 clusters Score -9337399 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14106 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20651 members Mstep: Class 7 contains 1250 members Mstep: Class 8 contains 12944 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4441 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2671 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337402.000000 Penalty: 17974.474609 Iteration 178Q: 32 clusters Score -9337402 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14106 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20653 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12943 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4434 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2678 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337407.000000 Penalty: 17974.474609 Iteration 179Q: 32 clusters Score -9337407 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14105 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20655 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12943 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4425 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2686 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337405.000000 Penalty: 17974.474609 Iteration 180F: 32 clusters Score -9337405 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20656 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12944 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4415 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2695 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337419.000000 Penalty: 17974.474609 Iteration 181Q: 32 clusters Score -9337419 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20656 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12945 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4405 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2704 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337412.000000 Penalty: 17974.474609 Iteration 182Q: 32 clusters Score -9337412 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14104 members Mstep: Class 5 contains 6990 members Mstep: Class 6 contains 20657 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12945 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4397 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2711 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337412.000000 Penalty: 17974.474609 Iteration 183Q: 32 clusters Score -9337412 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20655 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12947 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4391 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2717 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337406.000000 Penalty: 17974.474609 Iteration 184Q: 32 clusters Score -9337406 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20661 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4388 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2713 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337405.000000 Penalty: 17974.474609 Iteration 185Q: 32 clusters Score -9337405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2267 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20663 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12949 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4387 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2711 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337402.000000 Penalty: 17974.474609 Iteration 186Q: 32 clusters Score -9337402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2268 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20665 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4386 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2710 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337407.000000 Penalty: 17974.474609 Iteration 187Q: 32 clusters Score -9337407 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2268 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20665 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4385 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2711 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337413.000000 Penalty: 17974.474609 Iteration 188Q: 32 clusters Score -9337413 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2268 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20665 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4385 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2711 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Entering Unmasked Estep ConsiderDeletion Score: -9337413.000000 Penalty: 17974.474609 Iteration 189F: 32 clusters Score -9337413 nChanged 0 Entering ConstructFrom: Score: -9337413.000000 Penalty: 17974.474609 Entering ConstructFrom: Trying to split cluster 1 (781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Entering Unmasked Estep Score: -15872.829102 Penalty: 303.056152 Iteration 0F: 2 clusters Score -15872.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -15206.495117 Penalty: 606.112305 Iteration 0F: 3 clusters Score -15206.5 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -15511.474609 Penalty: 606.112305 Iteration 1F: 3 clusters Score -15511.47 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -15684.556641 Penalty: 606.112305 Iteration 2F: 3 clusters Score -15684.56 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -15779.929688 Penalty: 606.112305 Iteration 3F: 3 clusters Score -15779.93 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -15823.503906 Penalty: 606.112305 Iteration 4F: 3 clusters Score -15823.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -15854.615234 Penalty: 606.112305 Iteration 5Q: 3 clusters Score -15854.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -15865.977539 Penalty: 606.112305 Iteration 6Q: 3 clusters Score -15865.98 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -15870.687500 Penalty: 606.112305 Iteration 7Q: 3 clusters Score -15870.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -15881.070312 Penalty: 606.112305 Iteration 8Q: 3 clusters Score -15881.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -15888.621094 Penalty: 606.112305 Iteration 9Q: 3 clusters Score -15888.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -15891.025391 Penalty: 606.112305 Iteration 10Q: 3 clusters Score -15891.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -15892.034180 Penalty: 606.112305 Iteration 11Q: 3 clusters Score -15892.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -15892.034180 Penalty: 606.112305 Iteration 12F: 3 clusters Score -15892.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2268 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20665 members Mstep: Class 7 contains 1249 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4385 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2711 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Mstep: Class 32 contains 446 members Entering Unmasked Estep Score: -9337158.000000 Penalty: 18554.294922 Splitting cluster 1 changes total score from -9337413.000000 to -9337158.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 2 (196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Entering Unmasked Estep Score: -4271.496582 Penalty: 240.154221 Iteration 0F: 2 clusters Score -4271.497 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -3984.012939 Penalty: 480.308441 Iteration 0F: 3 clusters Score -3984.013 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -4051.458740 Penalty: 480.308441 Iteration 1F: 3 clusters Score -4051.459 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -4060.764648 Penalty: 480.308441 Iteration 2F: 3 clusters Score -4060.765 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -4070.753174 Penalty: 480.308441 Iteration 3Q: 3 clusters Score -4070.753 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -4078.064941 Penalty: 480.308441 Iteration 4Q: 3 clusters Score -4078.065 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -4078.340576 Penalty: 480.308441 Iteration 5Q: 3 clusters Score -4078.341 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4079.187256 Penalty: 480.308441 Iteration 6Q: 3 clusters Score -4079.187 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -4079.187256 Penalty: 480.308441 Iteration 7F: 3 clusters Score -4079.187 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (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: -74289.437500 Penalty: 351.562744 Iteration 0F: 2 clusters Score -74289.44 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -72680.476562 Penalty: 703.125488 Iteration 0F: 3 clusters Score -72680.48 nChanged 921 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: -73103.250000 Penalty: 703.125488 Iteration 1F: 3 clusters Score -73103.25 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -73167.132812 Penalty: 703.125488 Iteration 2F: 3 clusters Score -73167.13 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -73229.484375 Penalty: 703.125488 Iteration 3F: 3 clusters Score -73229.48 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -73296.929688 Penalty: 703.125488 Iteration 4F: 3 clusters Score -73296.93 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -73353.531250 Penalty: 703.125488 Iteration 5F: 3 clusters Score -73353.53 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -73417.171875 Penalty: 703.125488 Iteration 6Q: 3 clusters Score -73417.17 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -73507.398438 Penalty: 703.125488 Iteration 7F: 3 clusters Score -73507.4 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -73611.070312 Penalty: 703.125488 Iteration 8F: 3 clusters Score -73611.07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -73715.265625 Penalty: 703.125488 Iteration 9F: 3 clusters Score -73715.27 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -73808.414062 Penalty: 703.125488 Iteration 10Q: 3 clusters Score -73808.41 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 2127 members Entering Unmasked Estep Score: -73870.718750 Penalty: 703.125488 Iteration 11Q: 3 clusters Score -73870.72 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -73910.414062 Penalty: 703.125488 Iteration 12Q: 3 clusters Score -73910.41 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -73935.992188 Penalty: 703.125488 Iteration 13Q: 3 clusters Score -73935.99 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -73956.976562 Penalty: 703.125488 Iteration 14Q: 3 clusters Score -73956.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -73968.085938 Penalty: 703.125488 Iteration 15Q: 3 clusters Score -73968.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -73973.203125 Penalty: 703.125488 Iteration 16Q: 3 clusters Score -73973.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -73973.796875 Penalty: 703.125488 Iteration 17Q: 3 clusters Score -73973.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -73973.796875 Penalty: 703.125488 Iteration 18F: 3 clusters Score -73973.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (14103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14103 members Entering Unmasked Estep Score: -422508.718750 Penalty: 434.713501 Iteration 0F: 2 clusters Score -422508.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6935 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -413165.250000 Penalty: 869.427002 Iteration 0F: 3 clusters Score -413165.2 nChanged 6613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 8699 members Entering Unmasked Estep Score: -417350.937500 Penalty: 869.427002 Iteration 1F: 3 clusters Score -417350.9 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4545 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -418294.406250 Penalty: 869.427002 Iteration 2F: 3 clusters Score -418294.4 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Mstep: Class 2 contains 10486 members Entering Unmasked Estep Score: -419370.406250 Penalty: 869.427002 Iteration 3F: 3 clusters Score -419370.4 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 11238 members Entering Unmasked Estep Score: -420364.343750 Penalty: 869.427002 Iteration 4F: 3 clusters Score -420364.3 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 11751 members Entering Unmasked Estep Score: -421041.593750 Penalty: 869.427002 Iteration 5F: 3 clusters Score -421041.6 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 12048 members Entering Unmasked Estep Score: -421373.375000 Penalty: 869.427002 Iteration 6Q: 3 clusters Score -421373.4 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 12241 members Entering Unmasked Estep Score: -421558.781250 Penalty: 869.427002 Iteration 7Q: 3 clusters Score -421558.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 12393 members Entering Unmasked Estep Score: -421653.781250 Penalty: 869.427002 Iteration 8Q: 3 clusters Score -421653.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 12501 members Entering Unmasked Estep Score: -421703.437500 Penalty: 869.427002 Iteration 9Q: 3 clusters Score -421703.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 12605 members Entering Unmasked Estep Score: -421744.468750 Penalty: 869.427002 Iteration 10Q: 3 clusters Score -421744.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -421772.593750 Penalty: 869.427002 Iteration 11Q: 3 clusters Score -421772.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -421799.750000 Penalty: 869.427002 Iteration 12Q: 3 clusters Score -421799.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 12832 members Entering Unmasked Estep Score: -421832.312500 Penalty: 869.427002 Iteration 13Q: 3 clusters Score -421832.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 12900 members Entering Unmasked Estep Score: -421864.281250 Penalty: 869.427002 Iteration 14Q: 3 clusters Score -421864.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 12962 members Entering Unmasked Estep Score: -421897.937500 Penalty: 869.427002 Iteration 15Q: 3 clusters Score -421897.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 13022 members Entering Unmasked Estep Score: -421937.250000 Penalty: 869.427002 Iteration 16Q: 3 clusters Score -421937.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 13085 members Entering Unmasked Estep Score: -421981.906250 Penalty: 869.427002 Iteration 17Q: 3 clusters Score -421981.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -422033.687500 Penalty: 869.427002 Iteration 18Q: 3 clusters Score -422033.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 13178 members Entering Unmasked Estep Score: -422060.375000 Penalty: 869.427002 Iteration 19Q: 3 clusters Score -422060.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 13210 members Entering Unmasked Estep Score: -422074.718750 Penalty: 869.427002 Iteration 20F: 3 clusters Score -422074.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 13225 members Entering Unmasked Estep Score: -422084.781250 Penalty: 869.427002 Iteration 21Q: 3 clusters Score -422084.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 13254 members Entering Unmasked Estep Score: -422102.687500 Penalty: 869.427002 Iteration 22Q: 3 clusters Score -422102.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 13275 members Entering Unmasked Estep Score: -422118.000000 Penalty: 869.427002 Iteration 23Q: 3 clusters Score -422118 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 13292 members Entering Unmasked Estep Score: -422125.531250 Penalty: 869.427002 Iteration 24Q: 3 clusters Score -422125.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 13311 members Entering Unmasked Estep Score: -422130.187500 Penalty: 869.427002 Iteration 25Q: 3 clusters Score -422130.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 13321 members Entering Unmasked Estep Score: -422133.531250 Penalty: 869.427002 Iteration 26Q: 3 clusters Score -422133.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 13334 members Entering Unmasked Estep Score: -422138.593750 Penalty: 869.427002 Iteration 27Q: 3 clusters Score -422138.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 13338 members Entering Unmasked Estep Score: -422141.718750 Penalty: 869.427002 Iteration 28Q: 3 clusters Score -422141.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 13344 members Entering Unmasked Estep Score: -422146.875000 Penalty: 869.427002 Iteration 29Q: 3 clusters Score -422146.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 13351 members Entering Unmasked Estep Score: -422151.218750 Penalty: 869.427002 Iteration 30Q: 3 clusters Score -422151.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 13358 members Entering Unmasked Estep Score: -422156.687500 Penalty: 869.427002 Iteration 31Q: 3 clusters Score -422156.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 13370 members Entering Unmasked Estep Score: -422160.531250 Penalty: 869.427002 Iteration 32Q: 3 clusters Score -422160.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -422161.812500 Penalty: 869.427002 Iteration 33Q: 3 clusters Score -422161.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 13378 members Entering Unmasked Estep Score: -422163.375000 Penalty: 869.427002 Iteration 34Q: 3 clusters Score -422163.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -422163.187500 Penalty: 869.427002 Iteration 35Q: 3 clusters Score -422163.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -422163.000000 Penalty: 869.427002 Iteration 36Q: 3 clusters Score -422163 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 13377 members Entering Unmasked Estep Score: -422163.468750 Penalty: 869.427002 Iteration 37Q: 3 clusters Score -422163.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -422163.968750 Penalty: 869.427002 Iteration 38Q: 3 clusters Score -422164 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 13376 members Entering Unmasked Estep Score: -422163.968750 Penalty: 869.427002 Iteration 39F: 3 clusters Score -422164 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (6991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6991 members Entering Unmasked Estep Score: -209552.093750 Penalty: 402.783234 Iteration 0F: 2 clusters Score -209552.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 3445 members Entering Unmasked Estep Score: -204889.734375 Penalty: 805.566467 Iteration 0F: 3 clusters Score -204889.7 nChanged 3187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 2894 members Entering Unmasked Estep Score: -206792.640625 Penalty: 805.566467 Iteration 1F: 3 clusters Score -206792.6 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -207176.453125 Penalty: 805.566467 Iteration 2F: 3 clusters Score -207176.5 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -207665.140625 Penalty: 805.566467 Iteration 3F: 3 clusters Score -207665.1 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -208191.656250 Penalty: 805.566467 Iteration 4F: 3 clusters Score -208191.7 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5649 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -208629.953125 Penalty: 805.566467 Iteration 5F: 3 clusters Score -208630 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -208945.812500 Penalty: 805.566467 Iteration 6Q: 3 clusters Score -208945.8 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5909 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -209055.578125 Penalty: 805.566467 Iteration 7Q: 3 clusters Score -209055.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5979 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -209102.921875 Penalty: 805.566467 Iteration 8Q: 3 clusters Score -209102.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6022 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -209140.890625 Penalty: 805.566467 Iteration 9Q: 3 clusters Score -209140.9 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -209179.343750 Penalty: 805.566467 Iteration 10Q: 3 clusters Score -209179.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6097 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -209212.171875 Penalty: 805.566467 Iteration 11Q: 3 clusters Score -209212.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -209233.453125 Penalty: 805.566467 Iteration 12Q: 3 clusters Score -209233.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6148 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -209253.328125 Penalty: 805.566467 Iteration 13Q: 3 clusters Score -209253.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6166 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -209269.593750 Penalty: 805.566467 Iteration 14Q: 3 clusters Score -209269.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -209285.328125 Penalty: 805.566467 Iteration 15Q: 3 clusters Score -209285.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -209300.015625 Penalty: 805.566467 Iteration 16Q: 3 clusters Score -209300 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -209310.968750 Penalty: 805.566467 Iteration 17Q: 3 clusters Score -209311 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -209319.421875 Penalty: 805.566467 Iteration 18Q: 3 clusters Score -209319.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -209326.921875 Penalty: 805.566467 Iteration 19Q: 3 clusters Score -209326.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -209331.437500 Penalty: 805.566467 Iteration 20F: 3 clusters Score -209331.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -209334.609375 Penalty: 805.566467 Iteration 21Q: 3 clusters Score -209334.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -209337.781250 Penalty: 805.566467 Iteration 22Q: 3 clusters Score -209337.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6213 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -209339.125000 Penalty: 805.566467 Iteration 23Q: 3 clusters Score -209339.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6208 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -209340.671875 Penalty: 805.566467 Iteration 24Q: 3 clusters Score -209340.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -209341.515625 Penalty: 805.566467 Iteration 25Q: 3 clusters Score -209341.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -209341.437500 Penalty: 805.566467 Iteration 26Q: 3 clusters Score -209341.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -209341.546875 Penalty: 805.566467 Iteration 27Q: 3 clusters Score -209341.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -209341.546875 Penalty: 805.566467 Iteration 28F: 3 clusters Score -209341.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (20665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20665 members Entering Unmasked Estep Score: -602619.875000 Penalty: 452.096924 Iteration 0F: 2 clusters Score -602619.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -588779.562500 Penalty: 904.193848 Iteration 0F: 3 clusters Score -588779.6 nChanged 9839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12282 members Mstep: Class 2 contains 8383 members Entering Unmasked Estep Score: -594547.312500 Penalty: 904.193848 Iteration 1F: 3 clusters Score -594547.3 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13494 members Mstep: Class 2 contains 7171 members Entering Unmasked Estep Score: -595305.812500 Penalty: 904.193848 Iteration 2F: 3 clusters Score -595305.8 nChanged 1728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -596578.437500 Penalty: 904.193848 Iteration 3F: 3 clusters Score -596578.4 nChanged 1933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17071 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -598440.375000 Penalty: 904.193848 Iteration 4F: 3 clusters Score -598440.4 nChanged 1807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18874 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -600404.125000 Penalty: 904.193848 Iteration 5F: 3 clusters Score -600404.1 nChanged 1097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19969 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -601576.750000 Penalty: 904.193848 Iteration 6F: 3 clusters Score -601576.8 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20415 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -602017.625000 Penalty: 904.193848 Iteration 7Q: 3 clusters Score -602017.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20558 members Mstep: Class 2 contains 107 members Entering Unmasked Estep Score: -602154.250000 Penalty: 904.193848 Iteration 8Q: 3 clusters Score -602154.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20586 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -602207.375000 Penalty: 904.193848 Iteration 9Q: 3 clusters Score -602207.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20591 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -602221.937500 Penalty: 904.193848 Iteration 10Q: 3 clusters Score -602221.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20591 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -602226.437500 Penalty: 904.193848 Iteration 11Q: 3 clusters Score -602226.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20592 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -602229.000000 Penalty: 904.193848 Iteration 12Q: 3 clusters Score -602229 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20593 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -602231.500000 Penalty: 904.193848 Iteration 13Q: 3 clusters Score -602231.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -602233.937500 Penalty: 904.193848 Iteration 14Q: 3 clusters Score -602233.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -602234.750000 Penalty: 904.193848 Iteration 15Q: 3 clusters Score -602234.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -602234.750000 Penalty: 904.193848 Iteration 16F: 3 clusters Score -602234.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (1249 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Entering Unmasked Estep Score: -28478.458984 Penalty: 324.419464 Iteration 0F: 2 clusters Score -28478.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -27536.251953 Penalty: 648.838928 Iteration 0F: 3 clusters Score -27536.25 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -27955.207031 Penalty: 648.838928 Iteration 1F: 3 clusters Score -27955.21 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -28114.416016 Penalty: 648.838928 Iteration 2F: 3 clusters Score -28114.42 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -28233.142578 Penalty: 648.838928 Iteration 3F: 3 clusters Score -28233.14 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -28301.250000 Penalty: 648.838928 Iteration 4F: 3 clusters Score -28301.25 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -28342.671875 Penalty: 648.838928 Iteration 5Q: 3 clusters Score -28342.67 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -28360.017578 Penalty: 648.838928 Iteration 6Q: 3 clusters Score -28360.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -28381.244141 Penalty: 648.838928 Iteration 7Q: 3 clusters Score -28381.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -28396.388672 Penalty: 648.838928 Iteration 8Q: 3 clusters Score -28396.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -28411.232422 Penalty: 648.838928 Iteration 9Q: 3 clusters Score -28411.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -28445.914062 Penalty: 648.838928 Iteration 10Q: 3 clusters Score -28445.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -28498.027344 Penalty: 648.838928 Iteration 11Q: 3 clusters Score -28498.03 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -28547.224609 Penalty: 648.838928 Iteration 12Q: 3 clusters Score -28547.22 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -28560.212891 Penalty: 648.838928 Iteration 13Q: 3 clusters Score -28560.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -28565.185547 Penalty: 648.838928 Iteration 14Q: 3 clusters Score -28565.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -28568.755859 Penalty: 648.838928 Iteration 15Q: 3 clusters Score -28568.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -28569.316406 Penalty: 648.838928 Iteration 16Q: 3 clusters Score -28569.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -28569.316406 Penalty: 648.838928 Iteration 17F: 3 clusters Score -28569.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 196 members Mstep: Class 3 contains 2268 members Mstep: Class 4 contains 14103 members Mstep: Class 5 contains 6991 members Mstep: Class 6 contains 20665 members Mstep: Class 7 contains 552 members Mstep: Class 8 contains 12948 members Mstep: Class 9 contains 6448 members Mstep: Class 10 contains 690 members Mstep: Class 11 contains 6310 members Mstep: Class 12 contains 1829 members Mstep: Class 13 contains 2005 members Mstep: Class 14 contains 7185 members Mstep: Class 15 contains 4385 members Mstep: Class 16 contains 922 members Mstep: Class 17 contains 2711 members Mstep: Class 18 contains 3459 members Mstep: Class 19 contains 2521 members Mstep: Class 20 contains 1456 members Mstep: Class 21 contains 806 members Mstep: Class 22 contains 1806 members Mstep: Class 23 contains 2196 members Mstep: Class 24 contains 572 members Mstep: Class 25 contains 813 members Mstep: Class 26 contains 1600 members Mstep: Class 27 contains 10494 members Mstep: Class 28 contains 2023 members Mstep: Class 29 contains 1158 members Mstep: Class 30 contains 221162 members Mstep: Class 31 contains 484 members Mstep: Class 32 contains 697 members Entering Unmasked Estep Score: -9337235.000000 Penalty: 18554.294922 Splitting cluster 7 changes total score from -9337413.000000 to -9337235.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (12948 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12948 members Entering Unmasked Estep Score: -393800.906250 Penalty: 430.825684 Iteration 0F: 2 clusters Score -393800.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 6479 members Entering Unmasked Estep Score: -385112.062500 Penalty: 861.651367 Iteration 0F: 3 clusters Score -385112.1 nChanged 6102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6007 members Mstep: Class 2 contains 6941 members Entering Unmasked Estep Score: -388650.593750 Penalty: 861.651367 Iteration 1F: 3 clusters Score -388650.6 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5798 members Mstep: Class 2 contains 7150 members Entering Unmasked Estep Score: -388933.781250 Penalty: 861.651367 Iteration 2F: 3 clusters Score -388933.8 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -389213.156250 Penalty: 861.651367 Iteration 3F: 3 clusters Score -389213.2 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 7801 members Entering Unmasked Estep Score: -389544.906250 Penalty: 861.651367 Iteration 4F: 3 clusters Score -389544.9 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4696 members Mstep: Class 2 contains 8252 members Entering Unmasked Estep Score: -389966.562500 Penalty: 861.651367 Iteration 5F: 3 clusters Score -389966.6 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4124 members Mstep: Class 2 contains 8824 members Entering Unmasked Estep Score: -390503.562500 Penalty: 861.651367 Iteration 6F: 3 clusters Score -390503.6 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -391164.750000 Penalty: 861.651367 Iteration 7F: 3 clusters Score -391164.8 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 10057 members Entering Unmasked Estep Score: -391865.281250 Penalty: 861.651367 Iteration 8F: 3 clusters Score -391865.3 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 10522 members Entering Unmasked Estep Score: -392358.843750 Penalty: 861.651367 Iteration 9Q: 3 clusters Score -392358.8 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -392681.781250 Penalty: 861.651367 Iteration 10Q: 3 clusters Score -392681.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 11149 members Entering Unmasked Estep Score: -392914.968750 Penalty: 861.651367 Iteration 11Q: 3 clusters Score -392915 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 11376 members Entering Unmasked Estep Score: -393062.687500 Penalty: 861.651367 Iteration 12Q: 3 clusters Score -393062.7 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 11565 members Entering Unmasked Estep Score: -393177.843750 Penalty: 861.651367 Iteration 13Q: 3 clusters Score -393177.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 11723 members Entering Unmasked Estep Score: -393280.187500 Penalty: 861.651367 Iteration 14Q: 3 clusters Score -393280.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 11856 members Entering Unmasked Estep Score: -393374.875000 Penalty: 861.651367 Iteration 15Q: 3 clusters Score -393374.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 11972 members Entering Unmasked Estep Score: -393444.250000 Penalty: 861.651367 Iteration 16Q: 3 clusters Score -393444.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 12065 members Entering Unmasked Estep Score: -393494.718750 Penalty: 861.651367 Iteration 17Q: 3 clusters Score -393494.7 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -393530.531250 Penalty: 861.651367 Iteration 18Q: 3 clusters Score -393530.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -393554.500000 Penalty: 861.651367 Iteration 19Q: 3 clusters Score -393554.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 12225 members Entering Unmasked Estep Score: -393571.031250 Penalty: 861.651367 Iteration 20F: 3 clusters Score -393571 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -393589.093750 Penalty: 861.651367 Iteration 21Q: 3 clusters Score -393589.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 12296 members Entering Unmasked Estep Score: -393604.718750 Penalty: 861.651367 Iteration 22Q: 3 clusters Score -393604.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 12322 members Entering Unmasked Estep Score: -393615.875000 Penalty: 861.651367 Iteration 23Q: 3 clusters Score -393615.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 12343 members Entering Unmasked Estep Score: -393622.375000 Penalty: 861.651367 Iteration 24Q: 3 clusters Score -393622.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 12355 members Entering Unmasked Estep Score: -393627.312500 Penalty: 861.651367 Iteration 25Q: 3 clusters Score -393627.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 12366 members Entering Unmasked Estep Score: -393631.625000 Penalty: 861.651367 Iteration 26Q: 3 clusters Score -393631.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 12378 members Entering Unmasked Estep Score: -393635.937500 Penalty: 861.651367 Iteration 27Q: 3 clusters Score -393635.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -393638.125000 Penalty: 861.651367 Iteration 28Q: 3 clusters Score -393638.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 12394 members Entering Unmasked Estep Score: -393639.437500 Penalty: 861.651367 Iteration 29Q: 3 clusters Score -393639.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -393638.687500 Penalty: 861.651367 Iteration 30Q: 3 clusters Score -393638.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 12402 members Entering Unmasked Estep Score: -393640.125000 Penalty: 861.651367 Iteration 31Q: 3 clusters Score -393640.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -393640.437500 Penalty: 861.651367 Iteration 32Q: 3 clusters Score -393640.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 12408 members Entering Unmasked Estep Score: -393640.031250 Penalty: 861.651367 Iteration 33Q: 3 clusters Score -393640 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 12409 members Entering Unmasked Estep Score: -393640.812500 Penalty: 861.651367 Iteration 34Q: 3 clusters Score -393640.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 12410 members Entering Unmasked Estep Score: -393640.781250 Penalty: 861.651367 Iteration 35Q: 3 clusters Score -393640.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 12411 members Entering Unmasked Estep Score: -393640.875000 Penalty: 861.651367 Iteration 36Q: 3 clusters Score -393640.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 12414 members Entering Unmasked Estep Score: -393640.968750 Penalty: 861.651367 Iteration 37Q: 3 clusters Score -393641 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 12415 members Entering Unmasked Estep Score: -393640.625000 Penalty: 861.651367 Iteration 38Q: 3 clusters Score -393640.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -393640.500000 Penalty: 861.651367 Iteration 39Q: 3 clusters Score -393640.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -393640.500000 Penalty: 861.651367 Iteration 40F: 3 clusters Score -393640.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (6448 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6448 members Entering Unmasked Estep Score: -179167.546875 Penalty: 399.104401 Iteration 0F: 2 clusters Score -179167.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -174845.890625 Penalty: 798.208801 Iteration 0F: 3 clusters Score -174845.9 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -176600.531250 Penalty: 798.208801 Iteration 1F: 3 clusters Score -176600.5 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -176833.859375 Penalty: 798.208801 Iteration 2F: 3 clusters Score -176833.9 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -177054.234375 Penalty: 798.208801 Iteration 3F: 3 clusters Score -177054.2 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -177264.984375 Penalty: 798.208801 Iteration 4F: 3 clusters Score -177265 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4230 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -177450.843750 Penalty: 798.208801 Iteration 5F: 3 clusters Score -177450.8 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4423 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -177622.968750 Penalty: 798.208801 Iteration 6Q: 3 clusters Score -177623 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -177780.562500 Penalty: 798.208801 Iteration 7Q: 3 clusters Score -177780.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4729 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -177927.359375 Penalty: 798.208801 Iteration 8Q: 3 clusters Score -177927.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -178038.984375 Penalty: 798.208801 Iteration 9Q: 3 clusters Score -178039 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -178109.609375 Penalty: 798.208801 Iteration 10Q: 3 clusters Score -178109.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5085 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -178162.812500 Penalty: 798.208801 Iteration 11Q: 3 clusters Score -178162.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -178214.187500 Penalty: 798.208801 Iteration 12Q: 3 clusters Score -178214.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -178266.437500 Penalty: 798.208801 Iteration 13Q: 3 clusters Score -178266.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5435 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -178323.796875 Penalty: 798.208801 Iteration 14Q: 3 clusters Score -178323.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -178380.515625 Penalty: 798.208801 Iteration 15Q: 3 clusters Score -178380.5 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -178437.000000 Penalty: 798.208801 Iteration 16Q: 3 clusters Score -178437 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5768 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -178495.390625 Penalty: 798.208801 Iteration 17Q: 3 clusters Score -178495.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -178548.171875 Penalty: 798.208801 Iteration 18Q: 3 clusters Score -178548.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5957 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -178595.921875 Penalty: 798.208801 Iteration 19Q: 3 clusters Score -178595.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6020 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -178631.609375 Penalty: 798.208801 Iteration 20F: 3 clusters Score -178631.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -178666.000000 Penalty: 798.208801 Iteration 21Q: 3 clusters Score -178666 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -178695.406250 Penalty: 798.208801 Iteration 22Q: 3 clusters Score -178695.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -178721.281250 Penalty: 798.208801 Iteration 23Q: 3 clusters Score -178721.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -178743.234375 Penalty: 798.208801 Iteration 24Q: 3 clusters Score -178743.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -178766.609375 Penalty: 798.208801 Iteration 25Q: 3 clusters Score -178766.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -178776.453125 Penalty: 798.208801 Iteration 26Q: 3 clusters Score -178776.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -178787.937500 Penalty: 798.208801 Iteration 27Q: 3 clusters Score -178787.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6294 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -178799.078125 Penalty: 798.208801 Iteration 28Q: 3 clusters Score -178799.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -178809.453125 Penalty: 798.208801 Iteration 29Q: 3 clusters Score -178809.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -178815.796875 Penalty: 798.208801 Iteration 30Q: 3 clusters Score -178815.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -178821.656250 Penalty: 798.208801 Iteration 31Q: 3 clusters Score -178821.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -178833.718750 Penalty: 798.208801 Iteration 32Q: 3 clusters Score -178833.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -178842.921875 Penalty: 798.208801 Iteration 33Q: 3 clusters Score -178842.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -178845.921875 Penalty: 798.208801 Iteration 34Q: 3 clusters Score -178845.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -178847.656250 Penalty: 798.208801 Iteration 35Q: 3 clusters Score -178847.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -178848.062500 Penalty: 798.208801 Iteration 36Q: 3 clusters Score -178848.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 103 members Entering Unmasked Estep Score: -178849.015625 Penalty: 798.208801 Iteration 37Q: 3 clusters Score -178849 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -178850.531250 Penalty: 798.208801 Iteration 38Q: 3 clusters Score -178850.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -178852.968750 Penalty: 798.208801 Iteration 39Q: 3 clusters Score -178853 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6352 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -178854.390625 Penalty: 798.208801 Iteration 40F: 3 clusters Score -178854.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Entering Unmasked Estep Score: -18605.734375 Penalty: 297.419464 Iteration 0F: 2 clusters Score -18605.73 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -17992.134766 Penalty: 594.838928 Iteration 0F: 3 clusters Score -17992.13 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -18132.382812 Penalty: 594.838928 Iteration 1F: 3 clusters Score -18132.38 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -18167.667969 Penalty: 594.838928 Iteration 2F: 3 clusters Score -18167.67 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -18198.332031 Penalty: 594.838928 Iteration 3F: 3 clusters Score -18198.33 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -18217.986328 Penalty: 594.838928 Iteration 4Q: 3 clusters Score -18217.99 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -18242.070312 Penalty: 594.838928 Iteration 5Q: 3 clusters Score -18242.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -18262.699219 Penalty: 594.838928 Iteration 6Q: 3 clusters Score -18262.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -18280.279297 Penalty: 594.838928 Iteration 7Q: 3 clusters Score -18280.28 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -18292.863281 Penalty: 594.838928 Iteration 8Q: 3 clusters Score -18292.86 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -18302.617188 Penalty: 594.838928 Iteration 9Q: 3 clusters Score -18302.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -18312.533203 Penalty: 594.838928 Iteration 10Q: 3 clusters Score -18312.53 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -18318.472656 Penalty: 594.838928 Iteration 11Q: 3 clusters Score -18318.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -18320.591797 Penalty: 594.838928 Iteration 12Q: 3 clusters Score -18320.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -18324.687500 Penalty: 594.838928 Iteration 13Q: 3 clusters Score -18324.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -18328.748047 Penalty: 594.838928 Iteration 14Q: 3 clusters Score -18328.75 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -18331.472656 Penalty: 594.838928 Iteration 15Q: 3 clusters Score -18331.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -18332.425781 Penalty: 594.838928 Iteration 16Q: 3 clusters Score -18332.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -18332.755859 Penalty: 594.838928 Iteration 17Q: 3 clusters Score -18332.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -18333.240234 Penalty: 594.838928 Iteration 18Q: 3 clusters Score -18333.24 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -18334.326172 Penalty: 594.838928 Iteration 19Q: 3 clusters Score -18334.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -18340.357422 Penalty: 594.838928 Iteration 20F: 3 clusters Score -18340.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -18344.726562 Penalty: 594.838928 Iteration 21Q: 3 clusters Score -18344.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -18348.980469 Penalty: 594.838928 Iteration 22Q: 3 clusters Score -18348.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -18351.255859 Penalty: 594.838928 Iteration 23Q: 3 clusters Score -18351.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -18352.283203 Penalty: 594.838928 Iteration 24Q: 3 clusters Score -18352.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -18352.607422 Penalty: 594.838928 Iteration 25Q: 3 clusters Score -18352.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -18352.925781 Penalty: 594.838928 Iteration 26Q: 3 clusters Score -18352.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18353.634766 Penalty: 594.838928 Iteration 27Q: 3 clusters Score -18353.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -18353.806641 Penalty: 594.838928 Iteration 28Q: 3 clusters Score -18353.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18354.212891 Penalty: 594.838928 Iteration 29Q: 3 clusters Score -18354.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -18354.212891 Penalty: 594.838928 Iteration 30F: 3 clusters Score -18354.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (6310 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6310 members Entering Unmasked Estep Score: -169785.593750 Penalty: 398.120056 Iteration 0F: 2 clusters Score -169785.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -165567.281250 Penalty: 796.240112 Iteration 0F: 3 clusters Score -165567.3 nChanged 2875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -167345.703125 Penalty: 796.240112 Iteration 1F: 3 clusters Score -167345.7 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3956 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -167680.796875 Penalty: 796.240112 Iteration 2F: 3 clusters Score -167680.8 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -168061.531250 Penalty: 796.240112 Iteration 3F: 3 clusters Score -168061.5 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4551 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -168411.500000 Penalty: 796.240112 Iteration 4F: 3 clusters Score -168411.5 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4822 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -168696.921875 Penalty: 796.240112 Iteration 5F: 3 clusters Score -168696.9 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -168953.578125 Penalty: 796.240112 Iteration 6Q: 3 clusters Score -168953.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -169187.515625 Penalty: 796.240112 Iteration 7Q: 3 clusters Score -169187.5 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5255 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -169336.296875 Penalty: 796.240112 Iteration 8Q: 3 clusters Score -169336.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -169422.812500 Penalty: 796.240112 Iteration 9Q: 3 clusters Score -169422.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -169472.468750 Penalty: 796.240112 Iteration 10Q: 3 clusters Score -169472.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -169508.859375 Penalty: 796.240112 Iteration 11Q: 3 clusters Score -169508.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5448 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -169528.812500 Penalty: 796.240112 Iteration 12Q: 3 clusters Score -169528.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -169546.406250 Penalty: 796.240112 Iteration 13Q: 3 clusters Score -169546.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -169555.468750 Penalty: 796.240112 Iteration 14Q: 3 clusters Score -169555.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -169563.203125 Penalty: 796.240112 Iteration 15Q: 3 clusters Score -169563.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -169569.890625 Penalty: 796.240112 Iteration 16Q: 3 clusters Score -169569.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5549 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -169577.296875 Penalty: 796.240112 Iteration 17Q: 3 clusters Score -169577.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -169584.765625 Penalty: 796.240112 Iteration 18Q: 3 clusters Score -169584.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -169587.875000 Penalty: 796.240112 Iteration 19Q: 3 clusters Score -169587.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -169591.125000 Penalty: 796.240112 Iteration 20F: 3 clusters Score -169591.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5582 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -169594.187500 Penalty: 796.240112 Iteration 21Q: 3 clusters Score -169594.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5590 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -169596.687500 Penalty: 796.240112 Iteration 22Q: 3 clusters Score -169596.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -169597.609375 Penalty: 796.240112 Iteration 23Q: 3 clusters Score -169597.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -169598.218750 Penalty: 796.240112 Iteration 24Q: 3 clusters Score -169598.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -169598.109375 Penalty: 796.240112 Iteration 25Q: 3 clusters Score -169598.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -169598.406250 Penalty: 796.240112 Iteration 26Q: 3 clusters Score -169598.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -169598.625000 Penalty: 796.240112 Iteration 27Q: 3 clusters Score -169598.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -169598.578125 Penalty: 796.240112 Iteration 28Q: 3 clusters Score -169598.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5600 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -169598.578125 Penalty: 796.240112 Iteration 29F: 3 clusters Score -169598.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1829 members Entering Unmasked Estep Score: -47414.933594 Penalty: 341.774384 Iteration 0F: 2 clusters Score -47414.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -46056.652344 Penalty: 683.548767 Iteration 0F: 3 clusters Score -46056.65 nChanged 764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -46448.269531 Penalty: 683.548767 Iteration 1F: 3 clusters Score -46448.27 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -46532.246094 Penalty: 683.548767 Iteration 2F: 3 clusters Score -46532.25 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -46635.839844 Penalty: 683.548767 Iteration 3F: 3 clusters Score -46635.84 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -46728.656250 Penalty: 683.548767 Iteration 4F: 3 clusters Score -46728.66 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -46808.339844 Penalty: 683.548767 Iteration 5F: 3 clusters Score -46808.34 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -46881.285156 Penalty: 683.548767 Iteration 6F: 3 clusters Score -46881.29 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -46969.925781 Penalty: 683.548767 Iteration 7F: 3 clusters Score -46969.93 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -47049.332031 Penalty: 683.548767 Iteration 8Q: 3 clusters Score -47049.33 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -47101.820312 Penalty: 683.548767 Iteration 9Q: 3 clusters Score -47101.82 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -47130.890625 Penalty: 683.548767 Iteration 10Q: 3 clusters Score -47130.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -47138.878906 Penalty: 683.548767 Iteration 11Q: 3 clusters Score -47138.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -47141.316406 Penalty: 683.548767 Iteration 12Q: 3 clusters Score -47141.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -47143.832031 Penalty: 683.548767 Iteration 13Q: 3 clusters Score -47143.83 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -47148.039062 Penalty: 683.548767 Iteration 14Q: 3 clusters Score -47148.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -47152.832031 Penalty: 683.548767 Iteration 15Q: 3 clusters Score -47152.83 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -47155.414062 Penalty: 683.548767 Iteration 16Q: 3 clusters Score -47155.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -47156.769531 Penalty: 683.548767 Iteration 17Q: 3 clusters Score -47156.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -47159.925781 Penalty: 683.548767 Iteration 18Q: 3 clusters Score -47159.93 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -47162.027344 Penalty: 683.548767 Iteration 19Q: 3 clusters Score -47162.03 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -47163.816406 Penalty: 683.548767 Iteration 20F: 3 clusters Score -47163.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -47164.656250 Penalty: 683.548767 Iteration 21Q: 3 clusters Score -47164.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -47165.671875 Penalty: 683.548767 Iteration 22Q: 3 clusters Score -47165.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -47167.195312 Penalty: 683.548767 Iteration 23Q: 3 clusters Score -47167.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -47167.609375 Penalty: 683.548767 Iteration 24Q: 3 clusters Score -47167.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -47168.234375 Penalty: 683.548767 Iteration 25Q: 3 clusters Score -47168.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -47169.031250 Penalty: 683.548767 Iteration 26Q: 3 clusters Score -47169.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -47169.246094 Penalty: 683.548767 Iteration 27Q: 3 clusters Score -47169.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -47169.246094 Penalty: 683.548767 Iteration 28F: 3 clusters Score -47169.25 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (2005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Entering Unmasked Estep Score: -62947.453125 Penalty: 345.954681 Iteration 0F: 2 clusters Score -62947.45 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -61497.414062 Penalty: 691.909363 Iteration 0F: 3 clusters Score -61497.41 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -61989.250000 Penalty: 691.909363 Iteration 1F: 3 clusters Score -61989.25 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -62090.769531 Penalty: 691.909363 Iteration 2F: 3 clusters Score -62090.77 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -62200.070312 Penalty: 691.909363 Iteration 3F: 3 clusters Score -62200.07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -62290.000000 Penalty: 691.909363 Iteration 4F: 3 clusters Score -62290 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -62365.539062 Penalty: 691.909363 Iteration 5F: 3 clusters Score -62365.54 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -62430.878906 Penalty: 691.909363 Iteration 6Q: 3 clusters Score -62430.88 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -62512.816406 Penalty: 691.909363 Iteration 7F: 3 clusters Score -62512.82 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -62585.777344 Penalty: 691.909363 Iteration 8Q: 3 clusters Score -62585.78 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -62630.972656 Penalty: 691.909363 Iteration 9Q: 3 clusters Score -62630.97 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -62665.554688 Penalty: 691.909363 Iteration 10Q: 3 clusters Score -62665.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -62685.097656 Penalty: 691.909363 Iteration 11Q: 3 clusters Score -62685.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -62699.738281 Penalty: 691.909363 Iteration 12Q: 3 clusters Score -62699.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -62713.195312 Penalty: 691.909363 Iteration 13Q: 3 clusters Score -62713.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -62721.558594 Penalty: 691.909363 Iteration 14Q: 3 clusters Score -62721.56 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -62737.800781 Penalty: 691.909363 Iteration 15Q: 3 clusters Score -62737.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -62756.121094 Penalty: 691.909363 Iteration 16Q: 3 clusters Score -62756.12 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -62769.542969 Penalty: 691.909363 Iteration 17Q: 3 clusters Score -62769.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -62780.695312 Penalty: 691.909363 Iteration 18Q: 3 clusters Score -62780.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -62789.339844 Penalty: 691.909363 Iteration 19Q: 3 clusters Score -62789.34 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -62793.468750 Penalty: 691.909363 Iteration 20F: 3 clusters Score -62793.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -62795.406250 Penalty: 691.909363 Iteration 21Q: 3 clusters Score -62795.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -62797.695312 Penalty: 691.909363 Iteration 22Q: 3 clusters Score -62797.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -62799.167969 Penalty: 691.909363 Iteration 23Q: 3 clusters Score -62799.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -62799.839844 Penalty: 691.909363 Iteration 24Q: 3 clusters Score -62799.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -62800.707031 Penalty: 691.909363 Iteration 25Q: 3 clusters Score -62800.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -62800.867188 Penalty: 691.909363 Iteration 26Q: 3 clusters Score -62800.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -62800.867188 Penalty: 691.909363 Iteration 27F: 3 clusters Score -62800.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (7185 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7185 members Entering Unmasked Estep Score: -210830.593750 Penalty: 404.028687 Iteration 0F: 2 clusters Score -210830.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -205999.218750 Penalty: 808.057373 Iteration 0F: 3 clusters Score -205999.2 nChanged 3315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -207920.218750 Penalty: 808.057373 Iteration 1F: 3 clusters Score -207920.2 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -208165.640625 Penalty: 808.057373 Iteration 2F: 3 clusters Score -208165.6 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -208481.546875 Penalty: 808.057373 Iteration 3F: 3 clusters Score -208481.5 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4917 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -208868.828125 Penalty: 808.057373 Iteration 4F: 3 clusters Score -208868.8 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -209250.296875 Penalty: 808.057373 Iteration 5F: 3 clusters Score -209250.3 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5494 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -209568.093750 Penalty: 808.057373 Iteration 6F: 3 clusters Score -209568.1 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -209769.390625 Penalty: 808.057373 Iteration 7Q: 3 clusters Score -209769.4 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5788 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -209922.656250 Penalty: 808.057373 Iteration 8Q: 3 clusters Score -209922.7 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -210039.343750 Penalty: 808.057373 Iteration 9Q: 3 clusters Score -210039.3 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -210130.015625 Penalty: 808.057373 Iteration 10Q: 3 clusters Score -210130 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6081 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -210204.937500 Penalty: 808.057373 Iteration 11Q: 3 clusters Score -210204.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -210275.156250 Penalty: 808.057373 Iteration 12Q: 3 clusters Score -210275.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6235 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -210336.828125 Penalty: 808.057373 Iteration 13Q: 3 clusters Score -210336.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6302 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -210392.296875 Penalty: 808.057373 Iteration 14Q: 3 clusters Score -210392.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -210456.343750 Penalty: 808.057373 Iteration 15Q: 3 clusters Score -210456.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6430 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -210508.937500 Penalty: 808.057373 Iteration 16Q: 3 clusters Score -210508.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -210539.000000 Penalty: 808.057373 Iteration 17Q: 3 clusters Score -210539 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -210561.765625 Penalty: 808.057373 Iteration 18Q: 3 clusters Score -210561.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -210586.265625 Penalty: 808.057373 Iteration 19Q: 3 clusters Score -210586.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6544 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -210607.593750 Penalty: 808.057373 Iteration 20F: 3 clusters Score -210607.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6568 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -210625.500000 Penalty: 808.057373 Iteration 21Q: 3 clusters Score -210625.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -210640.500000 Penalty: 808.057373 Iteration 22Q: 3 clusters Score -210640.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -210655.531250 Penalty: 808.057373 Iteration 23Q: 3 clusters Score -210655.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -210667.593750 Penalty: 808.057373 Iteration 24Q: 3 clusters Score -210667.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -210674.765625 Penalty: 808.057373 Iteration 25Q: 3 clusters Score -210674.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -210678.781250 Penalty: 808.057373 Iteration 26Q: 3 clusters Score -210678.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -210685.140625 Penalty: 808.057373 Iteration 27Q: 3 clusters Score -210685.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -210689.312500 Penalty: 808.057373 Iteration 28Q: 3 clusters Score -210689.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -210691.890625 Penalty: 808.057373 Iteration 29Q: 3 clusters Score -210691.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -210693.937500 Penalty: 808.057373 Iteration 30Q: 3 clusters Score -210693.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -210697.000000 Penalty: 808.057373 Iteration 31Q: 3 clusters Score -210697 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -210699.828125 Penalty: 808.057373 Iteration 32Q: 3 clusters Score -210699.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -210701.796875 Penalty: 808.057373 Iteration 33Q: 3 clusters Score -210701.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6666 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -210703.078125 Penalty: 808.057373 Iteration 34Q: 3 clusters Score -210703.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -210703.937500 Penalty: 808.057373 Iteration 35Q: 3 clusters Score -210703.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -210705.531250 Penalty: 808.057373 Iteration 36Q: 3 clusters Score -210705.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6663 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -210706.718750 Penalty: 808.057373 Iteration 37Q: 3 clusters Score -210706.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -210708.031250 Penalty: 808.057373 Iteration 38Q: 3 clusters Score -210708 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -210708.859375 Penalty: 808.057373 Iteration 39Q: 3 clusters Score -210708.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -210709.578125 Penalty: 808.057373 Iteration 40F: 3 clusters Score -210709.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -210710.078125 Penalty: 808.057373 Iteration 41Q: 3 clusters Score -210710.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -210710.078125 Penalty: 808.057373 Iteration 42F: 3 clusters Score -210710.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (4385 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Entering Unmasked Estep Score: -133200.046875 Penalty: 381.560516 Iteration 0F: 2 clusters Score -133200 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2176 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -130236.492188 Penalty: 763.121033 Iteration 0F: 3 clusters Score -130236.5 nChanged 1932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2062 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -131446.609375 Penalty: 763.121033 Iteration 1F: 3 clusters Score -131446.6 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -131712.656250 Penalty: 763.121033 Iteration 2F: 3 clusters Score -131712.7 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2492 members Entering Unmasked Estep Score: -131982.765625 Penalty: 763.121033 Iteration 3F: 3 clusters Score -131982.8 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -132206.062500 Penalty: 763.121033 Iteration 4F: 3 clusters Score -132206.1 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -132347.000000 Penalty: 763.121033 Iteration 5F: 3 clusters Score -132347 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -132414.671875 Penalty: 763.121033 Iteration 6Q: 3 clusters Score -132414.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -132458.828125 Penalty: 763.121033 Iteration 7Q: 3 clusters Score -132458.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2650 members Entering Unmasked Estep Score: -132488.328125 Penalty: 763.121033 Iteration 8Q: 3 clusters Score -132488.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -132497.546875 Penalty: 763.121033 Iteration 9Q: 3 clusters Score -132497.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -132508.375000 Penalty: 763.121033 Iteration 10Q: 3 clusters Score -132508.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -132517.984375 Penalty: 763.121033 Iteration 11Q: 3 clusters Score -132518 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -132524.062500 Penalty: 763.121033 Iteration 12Q: 3 clusters Score -132524.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -132528.906250 Penalty: 763.121033 Iteration 13Q: 3 clusters Score -132528.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -132532.046875 Penalty: 763.121033 Iteration 14Q: 3 clusters Score -132532 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -132535.890625 Penalty: 763.121033 Iteration 15Q: 3 clusters Score -132535.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -132539.062500 Penalty: 763.121033 Iteration 16Q: 3 clusters Score -132539.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -132542.421875 Penalty: 763.121033 Iteration 17Q: 3 clusters Score -132542.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -132545.625000 Penalty: 763.121033 Iteration 18Q: 3 clusters Score -132545.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -132549.062500 Penalty: 763.121033 Iteration 19Q: 3 clusters Score -132549.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -132550.875000 Penalty: 763.121033 Iteration 20F: 3 clusters Score -132550.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -132552.140625 Penalty: 763.121033 Iteration 21Q: 3 clusters Score -132552.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -132554.156250 Penalty: 763.121033 Iteration 22Q: 3 clusters Score -132554.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 2791 members Entering Unmasked Estep Score: -132556.312500 Penalty: 763.121033 Iteration 23Q: 3 clusters Score -132556.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -132558.437500 Penalty: 763.121033 Iteration 24Q: 3 clusters Score -132558.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -132562.640625 Penalty: 763.121033 Iteration 25Q: 3 clusters Score -132562.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -132566.265625 Penalty: 763.121033 Iteration 26Q: 3 clusters Score -132566.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1547 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -132570.218750 Penalty: 763.121033 Iteration 27Q: 3 clusters Score -132570.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -132572.875000 Penalty: 763.121033 Iteration 28Q: 3 clusters Score -132572.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -132574.734375 Penalty: 763.121033 Iteration 29Q: 3 clusters Score -132574.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -132576.687500 Penalty: 763.121033 Iteration 30Q: 3 clusters Score -132576.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -132578.765625 Penalty: 763.121033 Iteration 31Q: 3 clusters Score -132578.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -132580.265625 Penalty: 763.121033 Iteration 32Q: 3 clusters Score -132580.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -132582.281250 Penalty: 763.121033 Iteration 33Q: 3 clusters Score -132582.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -132582.890625 Penalty: 763.121033 Iteration 34Q: 3 clusters Score -132582.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 2913 members Entering Unmasked Estep Score: -132583.812500 Penalty: 763.121033 Iteration 35Q: 3 clusters Score -132583.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -132584.437500 Penalty: 763.121033 Iteration 36Q: 3 clusters Score -132584.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -132585.031250 Penalty: 763.121033 Iteration 37Q: 3 clusters Score -132585 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -132586.000000 Penalty: 763.121033 Iteration 38Q: 3 clusters Score -132586 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 2935 members Entering Unmasked Estep Score: -132586.906250 Penalty: 763.121033 Iteration 39Q: 3 clusters Score -132586.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 2944 members Entering Unmasked Estep Score: -132588.046875 Penalty: 763.121033 Iteration 40F: 3 clusters Score -132588 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -132588.453125 Penalty: 763.121033 Iteration 41Q: 3 clusters Score -132588.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -132589.093750 Penalty: 763.121033 Iteration 42Q: 3 clusters Score -132589.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -132590.765625 Penalty: 763.121033 Iteration 43Q: 3 clusters Score -132590.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1405 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -132592.953125 Penalty: 763.121033 Iteration 44Q: 3 clusters Score -132593 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -132594.578125 Penalty: 763.121033 Iteration 45Q: 3 clusters Score -132594.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -132597.437500 Penalty: 763.121033 Iteration 46Q: 3 clusters Score -132597.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -132601.828125 Penalty: 763.121033 Iteration 47Q: 3 clusters Score -132601.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -132608.437500 Penalty: 763.121033 Iteration 48Q: 3 clusters Score -132608.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -132614.093750 Penalty: 763.121033 Iteration 49Q: 3 clusters Score -132614.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -132619.062500 Penalty: 763.121033 Iteration 50Q: 3 clusters Score -132619.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -132625.046875 Penalty: 763.121033 Iteration 51Q: 3 clusters Score -132625 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 3130 members Entering Unmasked Estep Score: -132628.578125 Penalty: 763.121033 Iteration 52Q: 3 clusters Score -132628.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 3140 members Entering Unmasked Estep Score: -132630.484375 Penalty: 763.121033 Iteration 53Q: 3 clusters Score -132630.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -132632.593750 Penalty: 763.121033 Iteration 54Q: 3 clusters Score -132632.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -132634.375000 Penalty: 763.121033 Iteration 55Q: 3 clusters Score -132634.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -132637.578125 Penalty: 763.121033 Iteration 56Q: 3 clusters Score -132637.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -132642.640625 Penalty: 763.121033 Iteration 57Q: 3 clusters Score -132642.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -132648.171875 Penalty: 763.121033 Iteration 58Q: 3 clusters Score -132648.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -132657.312500 Penalty: 763.121033 Iteration 59Q: 3 clusters Score -132657.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -132665.140625 Penalty: 763.121033 Iteration 60F: 3 clusters Score -132665.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 3265 members Entering Unmasked Estep Score: -132674.265625 Penalty: 763.121033 Iteration 61Q: 3 clusters Score -132674.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -132687.031250 Penalty: 763.121033 Iteration 62Q: 3 clusters Score -132687 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -132698.656250 Penalty: 763.121033 Iteration 63Q: 3 clusters Score -132698.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -132706.109375 Penalty: 763.121033 Iteration 64Q: 3 clusters Score -132706.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -132711.515625 Penalty: 763.121033 Iteration 65Q: 3 clusters Score -132711.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -132714.156250 Penalty: 763.121033 Iteration 66Q: 3 clusters Score -132714.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -132717.500000 Penalty: 763.121033 Iteration 67Q: 3 clusters Score -132717.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 3392 members Entering Unmasked Estep Score: -132720.406250 Penalty: 763.121033 Iteration 68Q: 3 clusters Score -132720.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 3405 members Entering Unmasked Estep Score: -132724.515625 Penalty: 763.121033 Iteration 69Q: 3 clusters Score -132724.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 3419 members Entering Unmasked Estep Score: -132730.609375 Penalty: 763.121033 Iteration 70Q: 3 clusters Score -132730.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 3439 members Entering Unmasked Estep Score: -132736.625000 Penalty: 763.121033 Iteration 71Q: 3 clusters Score -132736.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -132740.296875 Penalty: 763.121033 Iteration 72Q: 3 clusters Score -132740.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -132743.484375 Penalty: 763.121033 Iteration 73Q: 3 clusters Score -132743.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -132744.953125 Penalty: 763.121033 Iteration 74Q: 3 clusters Score -132745 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 3484 members Entering Unmasked Estep Score: -132746.265625 Penalty: 763.121033 Iteration 75Q: 3 clusters Score -132746.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -132747.515625 Penalty: 763.121033 Iteration 76Q: 3 clusters Score -132747.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 3493 members Entering Unmasked Estep Score: -132748.421875 Penalty: 763.121033 Iteration 77Q: 3 clusters Score -132748.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -132749.515625 Penalty: 763.121033 Iteration 78Q: 3 clusters Score -132749.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -132749.359375 Penalty: 763.121033 Iteration 79Q: 3 clusters Score -132749.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3501 members Entering Unmasked Estep Score: -132749.359375 Penalty: 763.121033 Iteration 80F: 3 clusters Score -132749.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Entering Unmasked Estep Score: -26447.964844 Penalty: 310.607819 Iteration 0F: 2 clusters Score -26447.96 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -25694.203125 Penalty: 621.215637 Iteration 0F: 3 clusters Score -25694.2 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -25953.486328 Penalty: 621.215637 Iteration 1F: 3 clusters Score -25953.49 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -26019.751953 Penalty: 621.215637 Iteration 2F: 3 clusters Score -26019.75 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -26077.027344 Penalty: 621.215637 Iteration 3F: 3 clusters Score -26077.03 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -26121.363281 Penalty: 621.215637 Iteration 4F: 3 clusters Score -26121.36 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -26157.369141 Penalty: 621.215637 Iteration 5F: 3 clusters Score -26157.37 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -26203.423828 Penalty: 621.215637 Iteration 6Q: 3 clusters Score -26203.42 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -26230.601562 Penalty: 621.215637 Iteration 7Q: 3 clusters Score -26230.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -26252.722656 Penalty: 621.215637 Iteration 8Q: 3 clusters Score -26252.72 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -26263.781250 Penalty: 621.215637 Iteration 9Q: 3 clusters Score -26263.78 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -26270.972656 Penalty: 621.215637 Iteration 10Q: 3 clusters Score -26270.97 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -26274.560547 Penalty: 621.215637 Iteration 11Q: 3 clusters Score -26274.56 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -26283.175781 Penalty: 621.215637 Iteration 12Q: 3 clusters Score -26283.18 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -26297.302734 Penalty: 621.215637 Iteration 13Q: 3 clusters Score -26297.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -26310.955078 Penalty: 621.215637 Iteration 14Q: 3 clusters Score -26310.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -26323.744141 Penalty: 621.215637 Iteration 15Q: 3 clusters Score -26323.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -26335.447266 Penalty: 621.215637 Iteration 16Q: 3 clusters Score -26335.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -26343.138672 Penalty: 621.215637 Iteration 17Q: 3 clusters Score -26343.14 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -26349.816406 Penalty: 621.215637 Iteration 18Q: 3 clusters Score -26349.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -26355.498047 Penalty: 621.215637 Iteration 19Q: 3 clusters Score -26355.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -26360.632812 Penalty: 621.215637 Iteration 20F: 3 clusters Score -26360.63 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -26368.414062 Penalty: 621.215637 Iteration 21Q: 3 clusters Score -26368.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -26373.216797 Penalty: 621.215637 Iteration 22Q: 3 clusters Score -26373.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -26378.376953 Penalty: 621.215637 Iteration 23Q: 3 clusters Score -26378.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26378.662109 Penalty: 621.215637 Iteration 24Q: 3 clusters Score -26378.66 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26378.662109 Penalty: 621.215637 Iteration 25F: 3 clusters Score -26378.66 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2711 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Entering Unmasked Estep Score: -81217.718750 Penalty: 359.680817 Iteration 0F: 2 clusters Score -81217.72 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -79322.070312 Penalty: 719.361633 Iteration 0F: 3 clusters Score -79322.07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -80000.070312 Penalty: 719.361633 Iteration 1F: 3 clusters Score -80000.07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -80088.125000 Penalty: 719.361633 Iteration 2F: 3 clusters Score -80088.12 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1370 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -80170.875000 Penalty: 719.361633 Iteration 3F: 3 clusters Score -80170.88 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -80238.390625 Penalty: 719.361633 Iteration 4F: 3 clusters Score -80238.39 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -80307.828125 Penalty: 719.361633 Iteration 5Q: 3 clusters Score -80307.83 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -80377.164062 Penalty: 719.361633 Iteration 6Q: 3 clusters Score -80377.16 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -80454.617188 Penalty: 719.361633 Iteration 7Q: 3 clusters Score -80454.62 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -80532.843750 Penalty: 719.361633 Iteration 8Q: 3 clusters Score -80532.84 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -80585.984375 Penalty: 719.361633 Iteration 9Q: 3 clusters Score -80585.98 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -80624.859375 Penalty: 719.361633 Iteration 10Q: 3 clusters Score -80624.86 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -80648.468750 Penalty: 719.361633 Iteration 11Q: 3 clusters Score -80648.47 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -80669.742188 Penalty: 719.361633 Iteration 12Q: 3 clusters Score -80669.74 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -80690.296875 Penalty: 719.361633 Iteration 13Q: 3 clusters Score -80690.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -80705.304688 Penalty: 719.361633 Iteration 14Q: 3 clusters Score -80705.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -80716.804688 Penalty: 719.361633 Iteration 15Q: 3 clusters Score -80716.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -80725.945312 Penalty: 719.361633 Iteration 16Q: 3 clusters Score -80725.95 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -80737.062500 Penalty: 719.361633 Iteration 17Q: 3 clusters Score -80737.06 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -80745.640625 Penalty: 719.361633 Iteration 18Q: 3 clusters Score -80745.64 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -80755.757812 Penalty: 719.361633 Iteration 19Q: 3 clusters Score -80755.76 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -80761.234375 Penalty: 719.361633 Iteration 20F: 3 clusters Score -80761.23 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -80769.398438 Penalty: 719.361633 Iteration 21Q: 3 clusters Score -80769.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -80776.578125 Penalty: 719.361633 Iteration 22Q: 3 clusters Score -80776.58 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -80780.679688 Penalty: 719.361633 Iteration 23Q: 3 clusters Score -80780.68 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -80782.601562 Penalty: 719.361633 Iteration 24Q: 3 clusters Score -80782.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -80783.132812 Penalty: 719.361633 Iteration 25Q: 3 clusters Score -80783.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -80783.250000 Penalty: 719.361633 Iteration 26Q: 3 clusters Score -80783.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -80783.164062 Penalty: 719.361633 Iteration 27Q: 3 clusters Score -80783.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -80783.156250 Penalty: 719.361633 Iteration 28Q: 3 clusters Score -80783.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -80783.156250 Penalty: 719.361633 Iteration 29F: 3 clusters Score -80783.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (3459 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Entering Unmasked Estep Score: -102737.031250 Penalty: 370.767456 Iteration 0F: 2 clusters Score -102737 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -100386.304688 Penalty: 741.534912 Iteration 0F: 3 clusters Score -100386.3 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -101345.921875 Penalty: 741.534912 Iteration 1F: 3 clusters Score -101345.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -101499.117188 Penalty: 741.534912 Iteration 2F: 3 clusters Score -101499.1 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -101614.601562 Penalty: 741.534912 Iteration 3F: 3 clusters Score -101614.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -101714.328125 Penalty: 741.534912 Iteration 4Q: 3 clusters Score -101714.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -101801.656250 Penalty: 741.534912 Iteration 5Q: 3 clusters Score -101801.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -101875.304688 Penalty: 741.534912 Iteration 6Q: 3 clusters Score -101875.3 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -101924.101562 Penalty: 741.534912 Iteration 7Q: 3 clusters Score -101924.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -101951.664062 Penalty: 741.534912 Iteration 8Q: 3 clusters Score -101951.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2172 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -101976.585938 Penalty: 741.534912 Iteration 9Q: 3 clusters Score -101976.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -102000.445312 Penalty: 741.534912 Iteration 10Q: 3 clusters Score -102000.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -102020.492188 Penalty: 741.534912 Iteration 11Q: 3 clusters Score -102020.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -102042.445312 Penalty: 741.534912 Iteration 12Q: 3 clusters Score -102042.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -102066.320312 Penalty: 741.534912 Iteration 13Q: 3 clusters Score -102066.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -102083.578125 Penalty: 741.534912 Iteration 14Q: 3 clusters Score -102083.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -102098.296875 Penalty: 741.534912 Iteration 15Q: 3 clusters Score -102098.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -102106.468750 Penalty: 741.534912 Iteration 16Q: 3 clusters Score -102106.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -102112.984375 Penalty: 741.534912 Iteration 17Q: 3 clusters Score -102113 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -102118.992188 Penalty: 741.534912 Iteration 18Q: 3 clusters Score -102119 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -102124.671875 Penalty: 741.534912 Iteration 19Q: 3 clusters Score -102124.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -102134.320312 Penalty: 741.534912 Iteration 20F: 3 clusters Score -102134.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -102147.039062 Penalty: 741.534912 Iteration 21Q: 3 clusters Score -102147 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -102163.101562 Penalty: 741.534912 Iteration 22Q: 3 clusters Score -102163.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -102186.640625 Penalty: 741.534912 Iteration 23Q: 3 clusters Score -102186.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -102205.359375 Penalty: 741.534912 Iteration 24Q: 3 clusters Score -102205.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -102218.742188 Penalty: 741.534912 Iteration 25Q: 3 clusters Score -102218.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2796 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -102234.664062 Penalty: 741.534912 Iteration 26Q: 3 clusters Score -102234.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -102245.890625 Penalty: 741.534912 Iteration 27Q: 3 clusters Score -102245.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -102258.484375 Penalty: 741.534912 Iteration 28Q: 3 clusters Score -102258.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -102268.929688 Penalty: 741.534912 Iteration 29Q: 3 clusters Score -102268.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -102282.765625 Penalty: 741.534912 Iteration 30Q: 3 clusters Score -102282.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -102293.734375 Penalty: 741.534912 Iteration 31Q: 3 clusters Score -102293.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -102299.468750 Penalty: 741.534912 Iteration 32Q: 3 clusters Score -102299.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -102305.117188 Penalty: 741.534912 Iteration 33Q: 3 clusters Score -102305.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2983 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -102310.046875 Penalty: 741.534912 Iteration 34Q: 3 clusters Score -102310 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -102315.726562 Penalty: 741.534912 Iteration 35Q: 3 clusters Score -102315.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -102319.648438 Penalty: 741.534912 Iteration 36Q: 3 clusters Score -102319.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -102323.031250 Penalty: 741.534912 Iteration 37Q: 3 clusters Score -102323 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -102326.031250 Penalty: 741.534912 Iteration 38Q: 3 clusters Score -102326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -102328.007812 Penalty: 741.534912 Iteration 39Q: 3 clusters Score -102328 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -102333.867188 Penalty: 741.534912 Iteration 40F: 3 clusters Score -102333.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3045 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -102338.195312 Penalty: 741.534912 Iteration 41Q: 3 clusters Score -102338.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -102343.906250 Penalty: 741.534912 Iteration 42Q: 3 clusters Score -102343.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -102351.187500 Penalty: 741.534912 Iteration 43Q: 3 clusters Score -102351.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3085 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -102357.742188 Penalty: 741.534912 Iteration 44Q: 3 clusters Score -102357.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -102362.250000 Penalty: 741.534912 Iteration 45Q: 3 clusters Score -102362.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -102367.828125 Penalty: 741.534912 Iteration 46Q: 3 clusters Score -102367.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -102371.429688 Penalty: 741.534912 Iteration 47Q: 3 clusters Score -102371.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -102375.218750 Penalty: 741.534912 Iteration 48Q: 3 clusters Score -102375.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -102378.515625 Penalty: 741.534912 Iteration 49Q: 3 clusters Score -102378.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -102380.367188 Penalty: 741.534912 Iteration 50Q: 3 clusters Score -102380.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3143 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -102381.000000 Penalty: 741.534912 Iteration 51Q: 3 clusters Score -102381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -102381.539062 Penalty: 741.534912 Iteration 52Q: 3 clusters Score -102381.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3144 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -102382.570312 Penalty: 741.534912 Iteration 53Q: 3 clusters Score -102382.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -102383.695312 Penalty: 741.534912 Iteration 54Q: 3 clusters Score -102383.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -102385.289062 Penalty: 741.534912 Iteration 55Q: 3 clusters Score -102385.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -102386.195312 Penalty: 741.534912 Iteration 56Q: 3 clusters Score -102386.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -102387.031250 Penalty: 741.534912 Iteration 57Q: 3 clusters Score -102387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -102386.898438 Penalty: 741.534912 Iteration 58Q: 3 clusters Score -102386.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3154 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -102386.898438 Penalty: 741.534912 Iteration 59F: 3 clusters Score -102386.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Entering Unmasked Estep Score: -64152.011719 Penalty: 356.374695 Iteration 0F: 2 clusters Score -64152.01 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 1285 members Entering Unmasked Estep Score: -62428.265625 Penalty: 712.749390 Iteration 0F: 3 clusters Score -62428.27 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -63105.292969 Penalty: 712.749390 Iteration 1F: 3 clusters Score -63105.29 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -63291.765625 Penalty: 712.749390 Iteration 2F: 3 clusters Score -63291.77 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -63431.894531 Penalty: 712.749390 Iteration 3F: 3 clusters Score -63431.89 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -63546.394531 Penalty: 712.749390 Iteration 4F: 3 clusters Score -63546.39 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -63653.496094 Penalty: 712.749390 Iteration 5Q: 3 clusters Score -63653.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -63769.445312 Penalty: 712.749390 Iteration 6Q: 3 clusters Score -63769.45 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -63842.304688 Penalty: 712.749390 Iteration 7Q: 3 clusters Score -63842.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -63870.750000 Penalty: 712.749390 Iteration 8Q: 3 clusters Score -63870.75 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -63892.132812 Penalty: 712.749390 Iteration 9Q: 3 clusters Score -63892.13 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -63906.718750 Penalty: 712.749390 Iteration 10Q: 3 clusters Score -63906.72 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -63912.316406 Penalty: 712.749390 Iteration 11Q: 3 clusters Score -63912.32 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -63915.539062 Penalty: 712.749390 Iteration 12Q: 3 clusters Score -63915.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -63917.433594 Penalty: 712.749390 Iteration 13Q: 3 clusters Score -63917.43 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -63920.765625 Penalty: 712.749390 Iteration 14Q: 3 clusters Score -63920.77 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -63924.128906 Penalty: 712.749390 Iteration 15Q: 3 clusters Score -63924.13 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -63925.253906 Penalty: 712.749390 Iteration 16Q: 3 clusters Score -63925.25 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -63926.949219 Penalty: 712.749390 Iteration 17Q: 3 clusters Score -63926.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -63929.191406 Penalty: 712.749390 Iteration 18Q: 3 clusters Score -63929.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -63930.328125 Penalty: 712.749390 Iteration 19Q: 3 clusters Score -63930.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -63931.671875 Penalty: 712.749390 Iteration 20F: 3 clusters Score -63931.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -63932.574219 Penalty: 712.749390 Iteration 21Q: 3 clusters Score -63932.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -63933.054688 Penalty: 712.749390 Iteration 22Q: 3 clusters Score -63933.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -63933.093750 Penalty: 712.749390 Iteration 23Q: 3 clusters Score -63933.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -63933.453125 Penalty: 712.749390 Iteration 24Q: 3 clusters Score -63933.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -63933.957031 Penalty: 712.749390 Iteration 25Q: 3 clusters Score -63933.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -63934.390625 Penalty: 712.749390 Iteration 26Q: 3 clusters Score -63934.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -63935.304688 Penalty: 712.749390 Iteration 27Q: 3 clusters Score -63935.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -63936.148438 Penalty: 712.749390 Iteration 28Q: 3 clusters Score -63936.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -63937.593750 Penalty: 712.749390 Iteration 29Q: 3 clusters Score -63937.59 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -63939.675781 Penalty: 712.749390 Iteration 30Q: 3 clusters Score -63939.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -63940.796875 Penalty: 712.749390 Iteration 31Q: 3 clusters Score -63940.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -63941.890625 Penalty: 712.749390 Iteration 32Q: 3 clusters Score -63941.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -63942.750000 Penalty: 712.749390 Iteration 33Q: 3 clusters Score -63942.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -63943.578125 Penalty: 712.749390 Iteration 34Q: 3 clusters Score -63943.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -63944.218750 Penalty: 712.749390 Iteration 35Q: 3 clusters Score -63944.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -63945.003906 Penalty: 712.749390 Iteration 36Q: 3 clusters Score -63945 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -63946.218750 Penalty: 712.749390 Iteration 37Q: 3 clusters Score -63946.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -63946.519531 Penalty: 712.749390 Iteration 38Q: 3 clusters Score -63946.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -63946.714844 Penalty: 712.749390 Iteration 39Q: 3 clusters Score -63946.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -63946.773438 Penalty: 712.749390 Iteration 40F: 3 clusters Score -63946.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Entering Unmasked Estep Score: -48720.937500 Penalty: 331.396881 Iteration 0F: 2 clusters Score -48720.94 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -47617.292969 Penalty: 662.793762 Iteration 0F: 3 clusters Score -47617.29 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -47934.609375 Penalty: 662.793762 Iteration 1F: 3 clusters Score -47934.61 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -47991.289062 Penalty: 662.793762 Iteration 2F: 3 clusters Score -47991.29 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -48030.167969 Penalty: 662.793762 Iteration 3F: 3 clusters Score -48030.17 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -48058.664062 Penalty: 662.793762 Iteration 4Q: 3 clusters Score -48058.66 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -48079.039062 Penalty: 662.793762 Iteration 5Q: 3 clusters Score -48079.04 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -48103.542969 Penalty: 662.793762 Iteration 6Q: 3 clusters Score -48103.54 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -48133.285156 Penalty: 662.793762 Iteration 7Q: 3 clusters Score -48133.29 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -48167.457031 Penalty: 662.793762 Iteration 8Q: 3 clusters Score -48167.46 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -48205.519531 Penalty: 662.793762 Iteration 9Q: 3 clusters Score -48205.52 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -48237.320312 Penalty: 662.793762 Iteration 10Q: 3 clusters Score -48237.32 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -48257.695312 Penalty: 662.793762 Iteration 11Q: 3 clusters Score -48257.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -48269.039062 Penalty: 662.793762 Iteration 12Q: 3 clusters Score -48269.04 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -48282.035156 Penalty: 662.793762 Iteration 13Q: 3 clusters Score -48282.04 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -48294.250000 Penalty: 662.793762 Iteration 14Q: 3 clusters Score -48294.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -48301.464844 Penalty: 662.793762 Iteration 15Q: 3 clusters Score -48301.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -48308.285156 Penalty: 662.793762 Iteration 16Q: 3 clusters Score -48308.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -48313.777344 Penalty: 662.793762 Iteration 17Q: 3 clusters Score -48313.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -48316.968750 Penalty: 662.793762 Iteration 18Q: 3 clusters Score -48316.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -48319.062500 Penalty: 662.793762 Iteration 19Q: 3 clusters Score -48319.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -48321.476562 Penalty: 662.793762 Iteration 20F: 3 clusters Score -48321.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -48323.113281 Penalty: 662.793762 Iteration 21Q: 3 clusters Score -48323.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -48326.222656 Penalty: 662.793762 Iteration 22Q: 3 clusters Score -48326.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -48329.894531 Penalty: 662.793762 Iteration 23Q: 3 clusters Score -48329.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -48331.496094 Penalty: 662.793762 Iteration 24Q: 3 clusters Score -48331.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -48331.980469 Penalty: 662.793762 Iteration 25Q: 3 clusters Score -48331.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -48332.679688 Penalty: 662.793762 Iteration 26Q: 3 clusters Score -48332.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -48334.335938 Penalty: 662.793762 Iteration 27Q: 3 clusters Score -48334.34 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -48335.386719 Penalty: 662.793762 Iteration 28Q: 3 clusters Score -48335.39 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -48336.265625 Penalty: 662.793762 Iteration 29Q: 3 clusters Score -48336.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -48336.894531 Penalty: 662.793762 Iteration 30Q: 3 clusters Score -48336.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -48337.238281 Penalty: 662.793762 Iteration 31Q: 3 clusters Score -48337.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -48337.511719 Penalty: 662.793762 Iteration 32Q: 3 clusters Score -48337.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -48337.511719 Penalty: 662.793762 Iteration 33F: 3 clusters Score -48337.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Entering Unmasked Estep Score: -21989.216797 Penalty: 304.489807 Iteration 0F: 2 clusters Score -21989.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -21326.589844 Penalty: 608.979614 Iteration 0F: 3 clusters Score -21326.59 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -21534.226562 Penalty: 608.979614 Iteration 1F: 3 clusters Score -21534.23 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -21580.052734 Penalty: 608.979614 Iteration 2F: 3 clusters Score -21580.05 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -21617.593750 Penalty: 608.979614 Iteration 3F: 3 clusters Score -21617.59 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -21641.835938 Penalty: 608.979614 Iteration 4Q: 3 clusters Score -21641.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -21658.181641 Penalty: 608.979614 Iteration 5Q: 3 clusters Score -21658.18 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -21670.390625 Penalty: 608.979614 Iteration 6Q: 3 clusters Score -21670.39 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -21681.349609 Penalty: 608.979614 Iteration 7Q: 3 clusters Score -21681.35 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -21691.607422 Penalty: 608.979614 Iteration 8Q: 3 clusters Score -21691.61 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -21705.806641 Penalty: 608.979614 Iteration 9Q: 3 clusters Score -21705.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -21721.335938 Penalty: 608.979614 Iteration 10Q: 3 clusters Score -21721.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -21727.460938 Penalty: 608.979614 Iteration 11Q: 3 clusters Score -21727.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -21728.902344 Penalty: 608.979614 Iteration 12Q: 3 clusters Score -21728.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -21730.455078 Penalty: 608.979614 Iteration 13Q: 3 clusters Score -21730.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -21731.468750 Penalty: 608.979614 Iteration 14Q: 3 clusters Score -21731.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -21731.927734 Penalty: 608.979614 Iteration 15Q: 3 clusters Score -21731.93 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -21731.927734 Penalty: 608.979614 Iteration 16F: 3 clusters Score -21731.93 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Entering Unmasked Estep Score: -49197.070312 Penalty: 341.198578 Iteration 0F: 2 clusters Score -49197.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -47887.972656 Penalty: 682.397156 Iteration 0F: 3 clusters Score -47887.97 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -48310.273438 Penalty: 682.397156 Iteration 1F: 3 clusters Score -48310.27 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -48397.207031 Penalty: 682.397156 Iteration 2F: 3 clusters Score -48397.21 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -48484.382812 Penalty: 682.397156 Iteration 3F: 3 clusters Score -48484.38 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -48581.816406 Penalty: 682.397156 Iteration 4F: 3 clusters Score -48581.82 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -48676.769531 Penalty: 682.397156 Iteration 5F: 3 clusters Score -48676.77 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -48757.246094 Penalty: 682.397156 Iteration 6Q: 3 clusters Score -48757.25 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -48793.375000 Penalty: 682.397156 Iteration 7Q: 3 clusters Score -48793.38 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -48816.468750 Penalty: 682.397156 Iteration 8Q: 3 clusters Score -48816.47 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -48828.058594 Penalty: 682.397156 Iteration 9Q: 3 clusters Score -48828.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -48840.503906 Penalty: 682.397156 Iteration 10Q: 3 clusters Score -48840.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -48854.027344 Penalty: 682.397156 Iteration 11Q: 3 clusters Score -48854.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -48865.222656 Penalty: 682.397156 Iteration 12Q: 3 clusters Score -48865.22 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -48874.394531 Penalty: 682.397156 Iteration 13Q: 3 clusters Score -48874.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -48881.718750 Penalty: 682.397156 Iteration 14Q: 3 clusters Score -48881.72 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -48887.671875 Penalty: 682.397156 Iteration 15Q: 3 clusters Score -48887.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -48894.273438 Penalty: 682.397156 Iteration 16Q: 3 clusters Score -48894.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -48902.226562 Penalty: 682.397156 Iteration 17Q: 3 clusters Score -48902.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -48907.359375 Penalty: 682.397156 Iteration 18Q: 3 clusters Score -48907.36 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -48909.957031 Penalty: 682.397156 Iteration 19Q: 3 clusters Score -48909.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -48910.660156 Penalty: 682.397156 Iteration 20F: 3 clusters Score -48910.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -48912.691406 Penalty: 682.397156 Iteration 21Q: 3 clusters Score -48912.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -48914.039062 Penalty: 682.397156 Iteration 22Q: 3 clusters Score -48914.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -48914.039062 Penalty: 682.397156 Iteration 23F: 3 clusters Score -48914.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (2196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Entering Unmasked Estep Score: -64585.605469 Penalty: 350.094879 Iteration 0F: 2 clusters Score -64585.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -63005.562500 Penalty: 700.189758 Iteration 0F: 3 clusters Score -63005.56 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -63529.050781 Penalty: 700.189758 Iteration 1F: 3 clusters Score -63529.05 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -63607.027344 Penalty: 700.189758 Iteration 2F: 3 clusters Score -63607.03 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -63673.890625 Penalty: 700.189758 Iteration 3F: 3 clusters Score -63673.89 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -63741.128906 Penalty: 700.189758 Iteration 4F: 3 clusters Score -63741.13 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -63791.601562 Penalty: 700.189758 Iteration 5Q: 3 clusters Score -63791.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -63829.824219 Penalty: 700.189758 Iteration 6Q: 3 clusters Score -63829.82 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -63873.925781 Penalty: 700.189758 Iteration 7Q: 3 clusters Score -63873.93 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -63906.710938 Penalty: 700.189758 Iteration 8Q: 3 clusters Score -63906.71 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -63942.574219 Penalty: 700.189758 Iteration 9Q: 3 clusters Score -63942.57 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -63979.601562 Penalty: 700.189758 Iteration 10Q: 3 clusters Score -63979.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -64004.820312 Penalty: 700.189758 Iteration 11Q: 3 clusters Score -64004.82 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -64027.636719 Penalty: 700.189758 Iteration 12Q: 3 clusters Score -64027.64 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -64047.445312 Penalty: 700.189758 Iteration 13Q: 3 clusters Score -64047.45 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -64063.335938 Penalty: 700.189758 Iteration 14Q: 3 clusters Score -64063.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -64074.902344 Penalty: 700.189758 Iteration 15Q: 3 clusters Score -64074.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -64090.425781 Penalty: 700.189758 Iteration 16Q: 3 clusters Score -64090.43 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -64102.582031 Penalty: 700.189758 Iteration 17Q: 3 clusters Score -64102.58 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -64112.332031 Penalty: 700.189758 Iteration 18Q: 3 clusters Score -64112.33 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -64121.105469 Penalty: 700.189758 Iteration 19Q: 3 clusters Score -64121.11 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -64133.003906 Penalty: 700.189758 Iteration 20F: 3 clusters Score -64133 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -64150.816406 Penalty: 700.189758 Iteration 21Q: 3 clusters Score -64150.82 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -64174.386719 Penalty: 700.189758 Iteration 22Q: 3 clusters Score -64174.39 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -64207.066406 Penalty: 700.189758 Iteration 23Q: 3 clusters Score -64207.07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -64248.937500 Penalty: 700.189758 Iteration 24Q: 3 clusters Score -64248.94 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -64313.910156 Penalty: 700.189758 Iteration 25Q: 3 clusters Score -64313.91 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -64353.941406 Penalty: 700.189758 Iteration 26Q: 3 clusters Score -64353.94 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -64370.304688 Penalty: 700.189758 Iteration 27Q: 3 clusters Score -64370.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -64379.898438 Penalty: 700.189758 Iteration 28Q: 3 clusters Score -64379.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -64385.640625 Penalty: 700.189758 Iteration 29Q: 3 clusters Score -64385.64 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -64388.937500 Penalty: 700.189758 Iteration 30Q: 3 clusters Score -64388.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -64390.324219 Penalty: 700.189758 Iteration 31Q: 3 clusters Score -64390.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -64390.937500 Penalty: 700.189758 Iteration 32Q: 3 clusters Score -64390.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -64391.136719 Penalty: 700.189758 Iteration 33Q: 3 clusters Score -64391.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -64391.398438 Penalty: 700.189758 Iteration 34Q: 3 clusters Score -64391.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -64391.832031 Penalty: 700.189758 Iteration 35Q: 3 clusters Score -64391.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -64391.890625 Penalty: 700.189758 Iteration 36Q: 3 clusters Score -64391.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -64391.890625 Penalty: 700.189758 Iteration 37F: 3 clusters Score -64391.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -11868.125977 Penalty: 288.885834 Iteration 0F: 2 clusters Score -11868.13 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -11327.041016 Penalty: 577.771667 Iteration 0F: 3 clusters Score -11327.04 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -11540.831055 Penalty: 577.771667 Iteration 1F: 3 clusters Score -11540.83 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -11597.250977 Penalty: 577.771667 Iteration 2F: 3 clusters Score -11597.25 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -11629.811523 Penalty: 577.771667 Iteration 3F: 3 clusters Score -11629.81 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -11648.690430 Penalty: 577.771667 Iteration 4Q: 3 clusters Score -11648.69 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -11665.107422 Penalty: 577.771667 Iteration 5Q: 3 clusters Score -11665.11 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -11693.156250 Penalty: 577.771667 Iteration 6Q: 3 clusters Score -11693.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -11721.350586 Penalty: 577.771667 Iteration 7Q: 3 clusters Score -11721.35 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -11748.031250 Penalty: 577.771667 Iteration 8Q: 3 clusters Score -11748.03 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -11761.226562 Penalty: 577.771667 Iteration 9Q: 3 clusters Score -11761.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -11772.708984 Penalty: 577.771667 Iteration 10Q: 3 clusters Score -11772.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -11782.478516 Penalty: 577.771667 Iteration 11Q: 3 clusters Score -11782.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -11784.853516 Penalty: 577.771667 Iteration 12Q: 3 clusters Score -11784.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -11787.012695 Penalty: 577.771667 Iteration 13Q: 3 clusters Score -11787.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -11788.489258 Penalty: 577.771667 Iteration 14Q: 3 clusters Score -11788.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -11791.833984 Penalty: 577.771667 Iteration 15Q: 3 clusters Score -11791.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -11796.441406 Penalty: 577.771667 Iteration 16Q: 3 clusters Score -11796.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -11800.815430 Penalty: 577.771667 Iteration 17Q: 3 clusters Score -11800.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -11801.991211 Penalty: 577.771667 Iteration 18Q: 3 clusters Score -11801.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -11803.089844 Penalty: 577.771667 Iteration 19Q: 3 clusters Score -11803.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -11806.638672 Penalty: 577.771667 Iteration 20F: 3 clusters Score -11806.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -11808.441406 Penalty: 577.771667 Iteration 21Q: 3 clusters Score -11808.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -11808.748047 Penalty: 577.771667 Iteration 22Q: 3 clusters Score -11808.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -11808.748047 Penalty: 577.771667 Iteration 23F: 3 clusters Score -11808.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Entering Unmasked Estep Score: -17544.849609 Penalty: 304.883270 Iteration 0F: 2 clusters Score -17544.85 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -16871.890625 Penalty: 609.766541 Iteration 0F: 3 clusters Score -16871.89 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -17126.296875 Penalty: 609.766541 Iteration 1F: 3 clusters Score -17126.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -17202.271484 Penalty: 609.766541 Iteration 2F: 3 clusters Score -17202.27 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -17257.187500 Penalty: 609.766541 Iteration 3F: 3 clusters Score -17257.19 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -17282.210938 Penalty: 609.766541 Iteration 4Q: 3 clusters Score -17282.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -17294.591797 Penalty: 609.766541 Iteration 5Q: 3 clusters Score -17294.59 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -17304.349609 Penalty: 609.766541 Iteration 6Q: 3 clusters Score -17304.35 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -17319.089844 Penalty: 609.766541 Iteration 7Q: 3 clusters Score -17319.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -17330.406250 Penalty: 609.766541 Iteration 8Q: 3 clusters Score -17330.41 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -17347.910156 Penalty: 609.766541 Iteration 9Q: 3 clusters Score -17347.91 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -17370.322266 Penalty: 609.766541 Iteration 10Q: 3 clusters Score -17370.32 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -17382.193359 Penalty: 609.766541 Iteration 11Q: 3 clusters Score -17382.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -17384.269531 Penalty: 609.766541 Iteration 12Q: 3 clusters Score -17384.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -17388.498047 Penalty: 609.766541 Iteration 13Q: 3 clusters Score -17388.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -17393.720703 Penalty: 609.766541 Iteration 14Q: 3 clusters Score -17393.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -17397.658203 Penalty: 609.766541 Iteration 15Q: 3 clusters Score -17397.66 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -17399.435547 Penalty: 609.766541 Iteration 16Q: 3 clusters Score -17399.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -17399.712891 Penalty: 609.766541 Iteration 17Q: 3 clusters Score -17399.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -17399.820312 Penalty: 609.766541 Iteration 18Q: 3 clusters Score -17399.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 134 members Entering Unmasked Estep Score: -17400.324219 Penalty: 609.766541 Iteration 19Q: 3 clusters Score -17400.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -17400.509766 Penalty: 609.766541 Iteration 20F: 3 clusters Score -17400.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (1600 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Entering Unmasked Estep Score: -45857.562500 Penalty: 335.688019 Iteration 0F: 2 clusters Score -45857.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -44676.183594 Penalty: 671.376038 Iteration 0F: 3 clusters Score -44676.18 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -45055.339844 Penalty: 671.376038 Iteration 1F: 3 clusters Score -45055.34 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -45127.082031 Penalty: 671.376038 Iteration 2F: 3 clusters Score -45127.08 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -45176.804688 Penalty: 671.376038 Iteration 3F: 3 clusters Score -45176.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -45211.558594 Penalty: 671.376038 Iteration 4Q: 3 clusters Score -45211.56 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -45240.664062 Penalty: 671.376038 Iteration 5Q: 3 clusters Score -45240.66 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -45266.304688 Penalty: 671.376038 Iteration 6Q: 3 clusters Score -45266.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -45291.808594 Penalty: 671.376038 Iteration 7Q: 3 clusters Score -45291.81 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -45313.328125 Penalty: 671.376038 Iteration 8Q: 3 clusters Score -45313.33 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -45329.535156 Penalty: 671.376038 Iteration 9Q: 3 clusters Score -45329.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -45344.085938 Penalty: 671.376038 Iteration 10Q: 3 clusters Score -45344.09 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -45360.320312 Penalty: 671.376038 Iteration 11Q: 3 clusters Score -45360.32 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -45373.539062 Penalty: 671.376038 Iteration 12Q: 3 clusters Score -45373.54 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -45390.937500 Penalty: 671.376038 Iteration 13Q: 3 clusters Score -45390.94 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -45403.742188 Penalty: 671.376038 Iteration 14Q: 3 clusters Score -45403.74 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -45412.671875 Penalty: 671.376038 Iteration 15Q: 3 clusters Score -45412.67 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -45421.113281 Penalty: 671.376038 Iteration 16Q: 3 clusters Score -45421.11 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -45427.804688 Penalty: 671.376038 Iteration 17Q: 3 clusters Score -45427.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -45434.554688 Penalty: 671.376038 Iteration 18Q: 3 clusters Score -45434.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -45438.906250 Penalty: 671.376038 Iteration 19Q: 3 clusters Score -45438.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -45442.914062 Penalty: 671.376038 Iteration 20F: 3 clusters Score -45442.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -45445.648438 Penalty: 671.376038 Iteration 21Q: 3 clusters Score -45445.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -45448.304688 Penalty: 671.376038 Iteration 22Q: 3 clusters Score -45448.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -45451.050781 Penalty: 671.376038 Iteration 23Q: 3 clusters Score -45451.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -45453.789062 Penalty: 671.376038 Iteration 24Q: 3 clusters Score -45453.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -45456.066406 Penalty: 671.376038 Iteration 25Q: 3 clusters Score -45456.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -45458.308594 Penalty: 671.376038 Iteration 26Q: 3 clusters Score -45458.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -45459.324219 Penalty: 671.376038 Iteration 27Q: 3 clusters Score -45459.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -45460.898438 Penalty: 671.376038 Iteration 28Q: 3 clusters Score -45460.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -45463.890625 Penalty: 671.376038 Iteration 29Q: 3 clusters Score -45463.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -45466.554688 Penalty: 671.376038 Iteration 30Q: 3 clusters Score -45466.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -45469.015625 Penalty: 671.376038 Iteration 31Q: 3 clusters Score -45469.02 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -45471.371094 Penalty: 671.376038 Iteration 32Q: 3 clusters Score -45471.37 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -45472.671875 Penalty: 671.376038 Iteration 33Q: 3 clusters Score -45472.67 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -45474.371094 Penalty: 671.376038 Iteration 34Q: 3 clusters Score -45474.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -45475.226562 Penalty: 671.376038 Iteration 35Q: 3 clusters Score -45475.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -45475.445312 Penalty: 671.376038 Iteration 36Q: 3 clusters Score -45475.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -45475.445312 Penalty: 671.376038 Iteration 37F: 3 clusters Score -45475.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (10494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10494 members Entering Unmasked Estep Score: -306803.125000 Penalty: 421.264435 Iteration 0F: 2 clusters Score -306803.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5242 members Mstep: Class 2 contains 5252 members Entering Unmasked Estep Score: -299812.218750 Penalty: 842.528870 Iteration 0F: 3 clusters Score -299812.2 nChanged 4892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -303162.625000 Penalty: 842.528870 Iteration 1F: 3 clusters Score -303162.6 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5771 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -303660.437500 Penalty: 842.528870 Iteration 2F: 3 clusters Score -303660.4 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5973 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -304134.593750 Penalty: 842.528870 Iteration 3F: 3 clusters Score -304134.6 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6187 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -304557.781250 Penalty: 842.528870 Iteration 4F: 3 clusters Score -304557.8 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6408 members Mstep: Class 2 contains 4086 members Entering Unmasked Estep Score: -304987.468750 Penalty: 842.528870 Iteration 5F: 3 clusters Score -304987.5 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -305332.937500 Penalty: 842.528870 Iteration 6Q: 3 clusters Score -305332.9 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -305506.187500 Penalty: 842.528870 Iteration 7Q: 3 clusters Score -305506.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6971 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -305596.375000 Penalty: 842.528870 Iteration 8Q: 3 clusters Score -305596.4 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7144 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -305674.687500 Penalty: 842.528870 Iteration 9Q: 3 clusters Score -305674.7 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7316 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -305748.343750 Penalty: 842.528870 Iteration 10Q: 3 clusters Score -305748.3 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7492 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -305817.343750 Penalty: 842.528870 Iteration 11Q: 3 clusters Score -305817.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7639 members Mstep: Class 2 contains 2855 members Entering Unmasked Estep Score: -305874.281250 Penalty: 842.528870 Iteration 12Q: 3 clusters Score -305874.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7764 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -305929.656250 Penalty: 842.528870 Iteration 13Q: 3 clusters Score -305929.7 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7907 members Mstep: Class 2 contains 2587 members Entering Unmasked Estep Score: -305995.843750 Penalty: 842.528870 Iteration 14Q: 3 clusters Score -305995.8 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -306075.562500 Penalty: 842.528870 Iteration 15Q: 3 clusters Score -306075.6 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -306142.781250 Penalty: 842.528870 Iteration 16Q: 3 clusters Score -306142.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -306187.156250 Penalty: 842.528870 Iteration 17Q: 3 clusters Score -306187.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8430 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -306224.031250 Penalty: 842.528870 Iteration 18Q: 3 clusters Score -306224 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8525 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -306255.093750 Penalty: 842.528870 Iteration 19Q: 3 clusters Score -306255.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8609 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -306276.937500 Penalty: 842.528870 Iteration 20F: 3 clusters Score -306276.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -306291.750000 Penalty: 842.528870 Iteration 21Q: 3 clusters Score -306291.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -306308.031250 Penalty: 842.528870 Iteration 22Q: 3 clusters Score -306308 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8804 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -306321.562500 Penalty: 842.528870 Iteration 23Q: 3 clusters Score -306321.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8861 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -306335.000000 Penalty: 842.528870 Iteration 24Q: 3 clusters Score -306335 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8928 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -306350.125000 Penalty: 842.528870 Iteration 25Q: 3 clusters Score -306350.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8994 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -306365.343750 Penalty: 842.528870 Iteration 26Q: 3 clusters Score -306365.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -306376.812500 Penalty: 842.528870 Iteration 27Q: 3 clusters Score -306376.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -306389.750000 Penalty: 842.528870 Iteration 28Q: 3 clusters Score -306389.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -306399.687500 Penalty: 842.528870 Iteration 29Q: 3 clusters Score -306399.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9204 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -306408.781250 Penalty: 842.528870 Iteration 30Q: 3 clusters Score -306408.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9238 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -306412.281250 Penalty: 842.528870 Iteration 31Q: 3 clusters Score -306412.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -306418.468750 Penalty: 842.528870 Iteration 32Q: 3 clusters Score -306418.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9302 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -306424.968750 Penalty: 842.528870 Iteration 33Q: 3 clusters Score -306425 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -306428.562500 Penalty: 842.528870 Iteration 34Q: 3 clusters Score -306428.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -306431.468750 Penalty: 842.528870 Iteration 35Q: 3 clusters Score -306431.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -306433.125000 Penalty: 842.528870 Iteration 36Q: 3 clusters Score -306433.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9374 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -306434.531250 Penalty: 842.528870 Iteration 37Q: 3 clusters Score -306434.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -306436.937500 Penalty: 842.528870 Iteration 38Q: 3 clusters Score -306436.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9408 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -306441.437500 Penalty: 842.528870 Iteration 39Q: 3 clusters Score -306441.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -306444.468750 Penalty: 842.528870 Iteration 40F: 3 clusters Score -306444.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9449 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -306446.656250 Penalty: 842.528870 Iteration 41Q: 3 clusters Score -306446.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9464 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -306449.531250 Penalty: 842.528870 Iteration 42Q: 3 clusters Score -306449.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9480 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -306451.937500 Penalty: 842.528870 Iteration 43Q: 3 clusters Score -306451.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9493 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -306453.125000 Penalty: 842.528870 Iteration 44Q: 3 clusters Score -306453.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9502 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -306453.812500 Penalty: 842.528870 Iteration 45Q: 3 clusters Score -306453.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9508 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -306454.812500 Penalty: 842.528870 Iteration 46Q: 3 clusters Score -306454.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9515 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -306455.937500 Penalty: 842.528870 Iteration 47Q: 3 clusters Score -306455.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9527 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -306459.687500 Penalty: 842.528870 Iteration 48Q: 3 clusters Score -306459.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -306463.062500 Penalty: 842.528870 Iteration 49Q: 3 clusters Score -306463.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9555 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -306464.218750 Penalty: 842.528870 Iteration 50Q: 3 clusters Score -306464.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9565 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -306465.375000 Penalty: 842.528870 Iteration 51Q: 3 clusters Score -306465.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9574 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -306467.125000 Penalty: 842.528870 Iteration 52Q: 3 clusters Score -306467.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -306467.125000 Penalty: 842.528870 Iteration 53Q: 3 clusters Score -306467.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9591 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -306467.718750 Penalty: 842.528870 Iteration 54Q: 3 clusters Score -306467.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -306468.625000 Penalty: 842.528870 Iteration 55Q: 3 clusters Score -306468.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9608 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -306471.312500 Penalty: 842.528870 Iteration 56Q: 3 clusters Score -306471.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9620 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -306473.437500 Penalty: 842.528870 Iteration 57Q: 3 clusters Score -306473.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9632 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -306475.437500 Penalty: 842.528870 Iteration 58Q: 3 clusters Score -306475.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9642 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -306477.156250 Penalty: 842.528870 Iteration 59Q: 3 clusters Score -306477.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9647 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -306477.531250 Penalty: 842.528870 Iteration 60F: 3 clusters Score -306477.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -306478.750000 Penalty: 842.528870 Iteration 61Q: 3 clusters Score -306478.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -306479.000000 Penalty: 842.528870 Iteration 62Q: 3 clusters Score -306479 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9663 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -306480.875000 Penalty: 842.528870 Iteration 63Q: 3 clusters Score -306480.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -306485.812500 Penalty: 842.528870 Iteration 64Q: 3 clusters Score -306485.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9689 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -306489.656250 Penalty: 842.528870 Iteration 65Q: 3 clusters Score -306489.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9699 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -306492.031250 Penalty: 842.528870 Iteration 66Q: 3 clusters Score -306492 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9710 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -306494.906250 Penalty: 842.528870 Iteration 67Q: 3 clusters Score -306494.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -306495.531250 Penalty: 842.528870 Iteration 68Q: 3 clusters Score -306495.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -306497.062500 Penalty: 842.528870 Iteration 69Q: 3 clusters Score -306497.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -306497.406250 Penalty: 842.528870 Iteration 70Q: 3 clusters Score -306497.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9731 members Mstep: Class 2 contains 763 members Entering Unmasked Estep Score: -306497.531250 Penalty: 842.528870 Iteration 71Q: 3 clusters Score -306497.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -306497.875000 Penalty: 842.528870 Iteration 72Q: 3 clusters Score -306497.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -306497.375000 Penalty: 842.528870 Iteration 73Q: 3 clusters Score -306497.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -306497.375000 Penalty: 842.528870 Iteration 74F: 3 clusters Score -306497.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (2023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Entering Unmasked Estep Score: -62133.050781 Penalty: 346.361328 Iteration 0F: 2 clusters Score -62133.05 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -60691.015625 Penalty: 692.722656 Iteration 0F: 3 clusters Score -60691.02 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -61192.679688 Penalty: 692.722656 Iteration 1F: 3 clusters Score -61192.68 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -61248.992188 Penalty: 692.722656 Iteration 2F: 3 clusters Score -61248.99 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -61297.492188 Penalty: 692.722656 Iteration 3Q: 3 clusters Score -61297.49 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -61343.718750 Penalty: 692.722656 Iteration 4Q: 3 clusters Score -61343.72 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -61388.000000 Penalty: 692.722656 Iteration 5Q: 3 clusters Score -61388 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -61431.660156 Penalty: 692.722656 Iteration 6Q: 3 clusters Score -61431.66 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -61476.746094 Penalty: 692.722656 Iteration 7Q: 3 clusters Score -61476.75 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -61513.886719 Penalty: 692.722656 Iteration 8Q: 3 clusters Score -61513.89 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -61552.886719 Penalty: 692.722656 Iteration 9Q: 3 clusters Score -61552.89 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -61583.042969 Penalty: 692.722656 Iteration 10Q: 3 clusters Score -61583.04 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -61599.339844 Penalty: 692.722656 Iteration 11Q: 3 clusters Score -61599.34 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -61615.539062 Penalty: 692.722656 Iteration 12Q: 3 clusters Score -61615.54 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -61635.015625 Penalty: 692.722656 Iteration 13Q: 3 clusters Score -61635.02 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -61644.519531 Penalty: 692.722656 Iteration 14Q: 3 clusters Score -61644.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -61651.328125 Penalty: 692.722656 Iteration 15Q: 3 clusters Score -61651.33 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -61656.507812 Penalty: 692.722656 Iteration 16Q: 3 clusters Score -61656.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -61662.394531 Penalty: 692.722656 Iteration 17Q: 3 clusters Score -61662.39 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -61665.742188 Penalty: 692.722656 Iteration 18Q: 3 clusters Score -61665.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -61667.949219 Penalty: 692.722656 Iteration 19Q: 3 clusters Score -61667.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -61671.625000 Penalty: 692.722656 Iteration 20F: 3 clusters Score -61671.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -61676.320312 Penalty: 692.722656 Iteration 21Q: 3 clusters Score -61676.32 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -61682.027344 Penalty: 692.722656 Iteration 22Q: 3 clusters Score -61682.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -61687.464844 Penalty: 692.722656 Iteration 23Q: 3 clusters Score -61687.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -61691.250000 Penalty: 692.722656 Iteration 24Q: 3 clusters Score -61691.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -61695.097656 Penalty: 692.722656 Iteration 25Q: 3 clusters Score -61695.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -61698.957031 Penalty: 692.722656 Iteration 26Q: 3 clusters Score -61698.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -61704.039062 Penalty: 692.722656 Iteration 27Q: 3 clusters Score -61704.04 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -61711.074219 Penalty: 692.722656 Iteration 28Q: 3 clusters Score -61711.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -61718.410156 Penalty: 692.722656 Iteration 29Q: 3 clusters Score -61718.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -61725.269531 Penalty: 692.722656 Iteration 30Q: 3 clusters Score -61725.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -61735.511719 Penalty: 692.722656 Iteration 31Q: 3 clusters Score -61735.51 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -61742.742188 Penalty: 692.722656 Iteration 32Q: 3 clusters Score -61742.74 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -61746.949219 Penalty: 692.722656 Iteration 33Q: 3 clusters Score -61746.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -61749.785156 Penalty: 692.722656 Iteration 34Q: 3 clusters Score -61749.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -61752.546875 Penalty: 692.722656 Iteration 35Q: 3 clusters Score -61752.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -61753.816406 Penalty: 692.722656 Iteration 36Q: 3 clusters Score -61753.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -61756.007812 Penalty: 692.722656 Iteration 37Q: 3 clusters Score -61756.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -61756.871094 Penalty: 692.722656 Iteration 38Q: 3 clusters Score -61756.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -61757.535156 Penalty: 692.722656 Iteration 39Q: 3 clusters Score -61757.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -61759.683594 Penalty: 692.722656 Iteration 40F: 3 clusters Score -61759.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -61760.550781 Penalty: 692.722656 Iteration 41Q: 3 clusters Score -61760.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -61761.433594 Penalty: 692.722656 Iteration 42Q: 3 clusters Score -61761.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -61762.238281 Penalty: 692.722656 Iteration 43Q: 3 clusters Score -61762.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -61762.894531 Penalty: 692.722656 Iteration 44Q: 3 clusters Score -61762.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -61763.765625 Penalty: 692.722656 Iteration 45Q: 3 clusters Score -61763.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -61764.292969 Penalty: 692.722656 Iteration 46Q: 3 clusters Score -61764.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -61764.609375 Penalty: 692.722656 Iteration 47Q: 3 clusters Score -61764.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -61765.113281 Penalty: 692.722656 Iteration 48Q: 3 clusters Score -61765.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -61765.496094 Penalty: 692.722656 Iteration 49Q: 3 clusters Score -61765.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -61767.917969 Penalty: 692.722656 Iteration 50Q: 3 clusters Score -61767.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -61768.433594 Penalty: 692.722656 Iteration 51Q: 3 clusters Score -61768.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -61768.902344 Penalty: 692.722656 Iteration 52Q: 3 clusters Score -61768.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -61769.152344 Penalty: 692.722656 Iteration 53Q: 3 clusters Score -61769.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -61769.902344 Penalty: 692.722656 Iteration 54Q: 3 clusters Score -61769.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -61770.015625 Penalty: 692.722656 Iteration 55Q: 3 clusters Score -61770.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -61770.015625 Penalty: 692.722656 Iteration 56F: 3 clusters Score -61770.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (1158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Entering Unmasked Estep Score: -30823.207031 Penalty: 320.977448 Iteration 0F: 2 clusters Score -30823.21 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -29897.638672 Penalty: 641.954895 Iteration 0F: 3 clusters Score -29897.64 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -30165.187500 Penalty: 641.954895 Iteration 1F: 3 clusters Score -30165.19 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -30234.970703 Penalty: 641.954895 Iteration 2F: 3 clusters Score -30234.97 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -30309.253906 Penalty: 641.954895 Iteration 3F: 3 clusters Score -30309.25 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -30380.507812 Penalty: 641.954895 Iteration 4F: 3 clusters Score -30380.51 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -30447.050781 Penalty: 641.954895 Iteration 5F: 3 clusters Score -30447.05 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -30507.066406 Penalty: 641.954895 Iteration 6F: 3 clusters Score -30507.07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -30555.572266 Penalty: 641.954895 Iteration 7F: 3 clusters Score -30555.57 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -30603.767578 Penalty: 641.954895 Iteration 8Q: 3 clusters Score -30603.77 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -30642.128906 Penalty: 641.954895 Iteration 9Q: 3 clusters Score -30642.13 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -30661.277344 Penalty: 641.954895 Iteration 10Q: 3 clusters Score -30661.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -30673.087891 Penalty: 641.954895 Iteration 11Q: 3 clusters Score -30673.09 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -30684.599609 Penalty: 641.954895 Iteration 12Q: 3 clusters Score -30684.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -30711.568359 Penalty: 641.954895 Iteration 13Q: 3 clusters Score -30711.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -30715.537109 Penalty: 641.954895 Iteration 14Q: 3 clusters Score -30715.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -30716.968750 Penalty: 641.954895 Iteration 15Q: 3 clusters Score -30716.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -30717.390625 Penalty: 641.954895 Iteration 16Q: 3 clusters Score -30717.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -30717.390625 Penalty: 641.954895 Iteration 17F: 3 clusters Score -30717.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 30 (221162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221162 members Entering Unmasked Estep Score: -6392132.000000 Penalty: 559.952637 Iteration 0F: 2 clusters Score -6392132 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110819 members Mstep: Class 2 contains 110343 members Entering Unmasked Estep Score: -6241650.500000 Penalty: 1119.905273 Iteration 0F: 3 clusters Score -6241650 nChanged 108927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126566 members Mstep: Class 2 contains 94596 members Entering Unmasked Estep Score: -6309659.500000 Penalty: 1119.905273 Iteration 1F: 3 clusters Score -6309660 nChanged 10706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136180 members Mstep: Class 2 contains 84982 members Entering Unmasked Estep Score: -6314013.000000 Penalty: 1119.905273 Iteration 2Q: 3 clusters Score -6314013 nChanged 14249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150033 members Mstep: Class 2 contains 71129 members Entering Unmasked Estep Score: -6322348.000000 Penalty: 1119.905273 Iteration 3F: 3 clusters Score -6322348 nChanged 18697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168638 members Mstep: Class 2 contains 52524 members Entering Unmasked Estep Score: -6337542.000000 Penalty: 1119.905273 Iteration 4F: 3 clusters Score -6337542 nChanged 21447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190067 members Mstep: Class 2 contains 31095 members Entering Unmasked Estep Score: -6359273.500000 Penalty: 1119.905273 Iteration 5F: 3 clusters Score -6359274 nChanged 17842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207891 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -6378774.500000 Penalty: 1119.905273 Iteration 6F: 3 clusters Score -6378774 nChanged 9053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216940 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -6388128.000000 Penalty: 1119.905273 Iteration 7Q: 3 clusters Score -6388128 nChanged 2990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219924 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -6390871.500000 Penalty: 1119.905273 Iteration 8Q: 3 clusters Score -6390872 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220676 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -6391423.000000 Penalty: 1119.905273 Iteration 9Q: 3 clusters Score -6391423 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220880 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -6391553.500000 Penalty: 1119.905273 Iteration 10Q: 3 clusters Score -6391554 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220936 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -6391626.500000 Penalty: 1119.905273 Iteration 11Q: 3 clusters Score -6391626 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220950 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -6391658.500000 Penalty: 1119.905273 Iteration 12Q: 3 clusters Score -6391658 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220953 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -6391678.000000 Penalty: 1119.905273 Iteration 13Q: 3 clusters Score -6391678 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220959 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -6391691.500000 Penalty: 1119.905273 Iteration 14Q: 3 clusters Score -6391692 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220959 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -6391695.000000 Penalty: 1119.905273 Iteration 15Q: 3 clusters Score -6391695 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220960 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -6391707.000000 Penalty: 1119.905273 Iteration 16Q: 3 clusters Score -6391707 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220961 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -6391706.000000 Penalty: 1119.905273 Iteration 17Q: 3 clusters Score -6391706 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220957 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -6391720.000000 Penalty: 1119.905273 Iteration 18Q: 3 clusters Score -6391720 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220952 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -6391717.000000 Penalty: 1119.905273 Iteration 19Q: 3 clusters Score -6391717 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220952 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -6391718.000000 Penalty: 1119.905273 Iteration 20F: 3 clusters Score -6391718 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220953 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -6391722.000000 Penalty: 1119.905273 Iteration 21Q: 3 clusters Score -6391722 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220954 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -6391720.000000 Penalty: 1119.905273 Iteration 22Q: 3 clusters Score -6391720 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220955 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -6391726.500000 Penalty: 1119.905273 Iteration 23Q: 3 clusters Score -6391726 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220956 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -6391725.500000 Penalty: 1119.905273 Iteration 24Q: 3 clusters Score -6391726 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220956 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -6391725.500000 Penalty: 1119.905273 Iteration 25F: 3 clusters Score -6391726 nChanged 0 Entering ConstructFrom: Trying to split cluster 31 (484 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Entering Unmasked Estep Score: -14706.157227 Penalty: 281.284882 Iteration 0F: 2 clusters Score -14706.16 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -14242.280273 Penalty: 562.569763 Iteration 0F: 3 clusters Score -14242.28 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -14362.125000 Penalty: 562.569763 Iteration 1F: 3 clusters Score -14362.12 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -14389.919922 Penalty: 562.569763 Iteration 2F: 3 clusters Score -14389.92 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14400.496094 Penalty: 562.569763 Iteration 3Q: 3 clusters Score -14400.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14407.916992 Penalty: 562.569763 Iteration 4Q: 3 clusters Score -14407.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -14408.750000 Penalty: 562.569763 Iteration 5Q: 3 clusters Score -14408.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -14408.878906 Penalty: 562.569763 Iteration 6Q: 3 clusters Score -14408.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -14410.026367 Penalty: 562.569763 Iteration 7Q: 3 clusters Score -14410.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14411.080078 Penalty: 562.569763 Iteration 8Q: 3 clusters Score -14411.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -14412.543945 Penalty: 562.569763 Iteration 9Q: 3 clusters Score -14412.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -14413.264648 Penalty: 562.569763 Iteration 10Q: 3 clusters Score -14413.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -14413.453125 Penalty: 562.569763 Iteration 11Q: 3 clusters Score -14413.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -14413.827148 Penalty: 562.569763 Iteration 12Q: 3 clusters Score -14413.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -14414.126953 Penalty: 562.569763 Iteration 13Q: 3 clusters Score -14414.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -14414.126953 Penalty: 562.569763 Iteration 14F: 3 clusters Score -14414.13 nChanged 0 21->32 Clusters: Score -9337413.000000, best is -9338393.000000 Main iterations: 336 (time per=1673.643566ms) Total iterations: 9585 (time per=58.669195ms) Iterations metric 2: 40540958720.000000 (time per=13.871015ns) Iterations metric 3: 486479101952.000000 (time per=1155.947370ps) That took 562.344238 seconds.