FileBase DT1_rLS_20150718_288um_150718_140023 ElecNo 5 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 77658 data points of dimension 12. Starting from 20 clusters... --- Clustering full data set of 77658 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4187 members Mstep: Class 2 contains 4064 members Mstep: Class 3 contains 3984 members Mstep: Class 4 contains 4063 members Mstep: Class 5 contains 4181 members Mstep: Class 6 contains 4038 members Mstep: Class 7 contains 4152 members Mstep: Class 8 contains 4067 members Mstep: Class 9 contains 4001 members Mstep: Class 10 contains 4020 members Mstep: Class 11 contains 4133 members Mstep: Class 12 contains 4239 members Mstep: Class 13 contains 4058 members Mstep: Class 14 contains 3961 members Mstep: Class 15 contains 4153 members Mstep: Class 16 contains 4024 members Mstep: Class 17 contains 4105 members Mstep: Class 18 contains 4172 members Mstep: Class 19 contains 4056 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 85.101135 but Gain 512.333008 Score: -2105956.500000 Penalty: 9221.997070 Iteration 0F: 19 clusters Score -2105956 nChanged 72563 Entering Unmasked Mstep Mstep: Class 0 contains 46 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 3363 members Mstep: Class 3 contains 1807 members Mstep: Class 4 contains 6535 members Mstep: Class 5 contains 10221 members Mstep: Class 6 contains 3216 members Mstep: Class 7 contains 5278 members Mstep: Class 8 contains 2676 members Mstep: Class 10 contains 2220 members Mstep: Class 11 contains 6833 members Mstep: Class 12 contains 5013 members Mstep: Class 13 contains 3291 members Mstep: Class 14 contains 2788 members Mstep: Class 15 contains 3356 members Mstep: Class 16 contains 2766 members Mstep: Class 17 contains 4488 members Mstep: Class 18 contains 5192 members Mstep: Class 19 contains 4245 members Entering Unmasked Estep ConsiderDeletion Score: -2254705.250000 Penalty: 9221.997070 Iteration 1F: 19 clusters Score -2254705 nChanged 20409 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 3906 members Mstep: Class 2 contains 2686 members Mstep: Class 3 contains 1043 members Mstep: Class 4 contains 8958 members Mstep: Class 5 contains 12715 members Mstep: Class 6 contains 3311 members Mstep: Class 7 contains 5359 members Mstep: Class 8 contains 2258 members Mstep: Class 10 contains 1729 members Mstep: Class 11 contains 7487 members Mstep: Class 12 contains 4396 members Mstep: Class 13 contains 2872 members Mstep: Class 14 contains 1933 members Mstep: Class 15 contains 3118 members Mstep: Class 16 contains 2528 members Mstep: Class 17 contains 4170 members Mstep: Class 18 contains 5217 members Mstep: Class 19 contains 3949 members Entering Unmasked Estep ConsiderDeletion Score: -2279433.500000 Penalty: 9221.997070 Iteration 2F: 19 clusters Score -2279434 nChanged 16092 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 3481 members Mstep: Class 2 contains 2164 members Mstep: Class 3 contains 634 members Mstep: Class 4 contains 12790 members Mstep: Class 5 contains 14276 members Mstep: Class 6 contains 3559 members Mstep: Class 7 contains 4796 members Mstep: Class 8 contains 1848 members Mstep: Class 10 contains 1509 members Mstep: Class 11 contains 7095 members Mstep: Class 12 contains 3600 members Mstep: Class 13 contains 2633 members Mstep: Class 14 contains 1500 members Mstep: Class 15 contains 2747 members Mstep: Class 16 contains 2329 members Mstep: Class 17 contains 3979 members Mstep: Class 18 contains 5165 members Mstep: Class 19 contains 3539 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 470.966675 but Gain 512.333008 Score: -2300477.750000 Penalty: 8709.664062 Iteration 3F: 18 clusters Score -2300478 nChanged 15350 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 3484 members Mstep: Class 2 contains 1739 members Mstep: Class 4 contains 18240 members Mstep: Class 5 contains 14863 members Mstep: Class 6 contains 3813 members Mstep: Class 7 contains 3662 members Mstep: Class 8 contains 1445 members Mstep: Class 10 contains 1372 members Mstep: Class 11 contains 5906 members Mstep: Class 12 contains 2714 members Mstep: Class 13 contains 2632 members Mstep: Class 14 contains 1388 members Mstep: Class 15 contains 2304 members Mstep: Class 16 contains 2139 members Mstep: Class 17 contains 3838 members Mstep: Class 18 contains 5248 members Mstep: Class 19 contains 2861 members Entering Unmasked Estep ConsiderDeletion Score: -2317961.000000 Penalty: 8709.664062 Iteration 4F: 18 clusters Score -2317961 nChanged 13039 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 1343 members Mstep: Class 4 contains 23852 members Mstep: Class 5 contains 14871 members Mstep: Class 6 contains 3834 members Mstep: Class 7 contains 2516 members Mstep: Class 8 contains 1132 members Mstep: Class 10 contains 1214 members Mstep: Class 11 contains 4321 members Mstep: Class 12 contains 2047 members Mstep: Class 13 contains 2696 members Mstep: Class 14 contains 1415 members Mstep: Class 15 contains 1908 members Mstep: Class 16 contains 1934 members Mstep: Class 17 contains 3510 members Mstep: Class 18 contains 5256 members Mstep: Class 19 contains 2078 members Entering Unmasked Estep ConsiderDeletion Score: -2331066.250000 Penalty: 8709.664062 Iteration 5F: 18 clusters Score -2331066 nChanged 10501 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 989 members Mstep: Class 4 contains 28605 members Mstep: Class 5 contains 14924 members Mstep: Class 6 contains 3819 members Mstep: Class 7 contains 1749 members Mstep: Class 8 contains 964 members Mstep: Class 10 contains 1055 members Mstep: Class 11 contains 2850 members Mstep: Class 12 contains 1585 members Mstep: Class 13 contains 2766 members Mstep: Class 14 contains 1498 members Mstep: Class 15 contains 1558 members Mstep: Class 16 contains 1745 members Mstep: Class 17 contains 3141 members Mstep: Class 18 contains 5155 members Mstep: Class 19 contains 1350 members Entering Unmasked Estep ConsiderDeletion Score: -2340806.250000 Penalty: 8709.664062 Iteration 6F: 18 clusters Score -2340806 nChanged 8043 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 3923 members Mstep: Class 2 contains 690 members Mstep: Class 4 contains 32183 members Mstep: Class 5 contains 14977 members Mstep: Class 6 contains 3768 members Mstep: Class 7 contains 1291 members Mstep: Class 8 contains 1025 members Mstep: Class 10 contains 923 members Mstep: Class 11 contains 1877 members Mstep: Class 12 contains 1209 members Mstep: Class 13 contains 2868 members Mstep: Class 14 contains 1607 members Mstep: Class 15 contains 1245 members Mstep: Class 16 contains 1549 members Mstep: Class 17 contains 2762 members Mstep: Class 18 contains 4890 members Mstep: Class 19 contains 862 members Entering Unmasked Estep ConsiderDeletion Score: -2347797.000000 Penalty: 8709.664062 Iteration 7F: 18 clusters Score -2347797 nChanged 6158 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 3982 members Mstep: Class 2 contains 479 members Mstep: Class 4 contains 34574 members Mstep: Class 5 contains 14903 members Mstep: Class 6 contains 3643 members Mstep: Class 7 contains 979 members Mstep: Class 8 contains 1272 members Mstep: Class 10 contains 868 members Mstep: Class 11 contains 1321 members Mstep: Class 12 contains 864 members Mstep: Class 13 contains 2956 members Mstep: Class 14 contains 1749 members Mstep: Class 15 contains 971 members Mstep: Class 16 contains 1394 members Mstep: Class 17 contains 2499 members Mstep: Class 18 contains 4571 members Mstep: Class 19 contains 623 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 418.069977 but Gain 512.333008 Score: -2352745.500000 Penalty: 8197.331055 Iteration 8F: 17 clusters Score -2352746 nChanged 5164 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 4179 members Mstep: Class 4 contains 36221 members Mstep: Class 5 contains 14538 members Mstep: Class 6 contains 3609 members Mstep: Class 7 contains 788 members Mstep: Class 8 contains 1590 members Mstep: Class 10 contains 947 members Mstep: Class 11 contains 1056 members Mstep: Class 12 contains 641 members Mstep: Class 13 contains 3059 members Mstep: Class 14 contains 1888 members Mstep: Class 15 contains 745 members Mstep: Class 16 contains 1293 members Mstep: Class 17 contains 2316 members Mstep: Class 18 contains 4283 members Mstep: Class 19 contains 495 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 506.213654 but Gain 512.333496 Score: -2356778.500000 Penalty: 7684.997559 Iteration 9F: 16 clusters Score -2356778 nChanged 4392 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 4584 members Mstep: Class 4 contains 37436 members Mstep: Class 5 contains 13923 members Mstep: Class 6 contains 3565 members Mstep: Class 7 contains 626 members Mstep: Class 8 contains 1943 members Mstep: Class 10 contains 1073 members Mstep: Class 11 contains 966 members Mstep: Class 12 contains 524 members Mstep: Class 13 contains 3099 members Mstep: Class 14 contains 2068 members Mstep: Class 15 contains 563 members Mstep: Class 16 contains 1260 members Mstep: Class 17 contains 2181 members Mstep: Class 18 contains 3838 members Entering Unmasked Estep ConsiderDeletion Score: -2359940.500000 Penalty: 7684.997559 Iteration 10F: 16 clusters Score -2359940 nChanged 3421 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 4833 members Mstep: Class 4 contains 38266 members Mstep: Class 5 contains 13127 members Mstep: Class 6 contains 3394 members Mstep: Class 7 contains 520 members Mstep: Class 8 contains 2390 members Mstep: Class 10 contains 1204 members Mstep: Class 11 contains 941 members Mstep: Class 12 contains 445 members Mstep: Class 13 contains 3131 members Mstep: Class 14 contains 2189 members Mstep: Class 15 contains 451 members Mstep: Class 16 contains 1265 members Mstep: Class 17 contains 2091 members Mstep: Class 18 contains 3402 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 509.550293 but Gain 512.333008 Score: -2362197.750000 Penalty: 7172.664551 Iteration 11Q: 15 clusters Score -2362198 nChanged 3392 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5148 members Mstep: Class 4 contains 38948 members Mstep: Class 5 contains 12248 members Mstep: Class 6 contains 3350 members Mstep: Class 7 contains 482 members Mstep: Class 8 contains 2937 members Mstep: Class 10 contains 1323 members Mstep: Class 11 contains 942 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 3149 members Mstep: Class 14 contains 2339 members Mstep: Class 16 contains 1327 members Mstep: Class 17 contains 2042 members Mstep: Class 18 contains 3020 members Entering Unmasked Estep ConsiderDeletion Score: -2365017.750000 Penalty: 7172.664551 Iteration 12Q: 15 clusters Score -2365018 nChanged 2807 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5298 members Mstep: Class 4 contains 39517 members Mstep: Class 5 contains 11056 members Mstep: Class 6 contains 3157 members Mstep: Class 7 contains 524 members Mstep: Class 8 contains 3486 members Mstep: Class 10 contains 1405 members Mstep: Class 11 contains 945 members Mstep: Class 12 contains 371 members Mstep: Class 13 contains 3186 members Mstep: Class 14 contains 2502 members Mstep: Class 16 contains 1348 members Mstep: Class 17 contains 2012 members Mstep: Class 18 contains 2842 members Entering Unmasked Estep ConsiderDeletion Score: -2367138.000000 Penalty: 7172.664551 Iteration 13Q: 15 clusters Score -2367138 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5417 members Mstep: Class 4 contains 40008 members Mstep: Class 5 contains 9677 members Mstep: Class 6 contains 3025 members Mstep: Class 7 contains 567 members Mstep: Class 8 contains 4065 members Mstep: Class 10 contains 1464 members Mstep: Class 11 contains 942 members Mstep: Class 12 contains 367 members Mstep: Class 13 contains 3249 members Mstep: Class 14 contains 2662 members Mstep: Class 16 contains 1366 members Mstep: Class 17 contains 1995 members Mstep: Class 18 contains 2845 members Entering Unmasked Estep ConsiderDeletion Score: -2368817.250000 Penalty: 7172.664551 Iteration 14Q: 15 clusters Score -2368817 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5502 members Mstep: Class 4 contains 40506 members Mstep: Class 5 contains 8394 members Mstep: Class 6 contains 2902 members Mstep: Class 7 contains 584 members Mstep: Class 8 contains 4634 members Mstep: Class 10 contains 1498 members Mstep: Class 11 contains 913 members Mstep: Class 12 contains 348 members Mstep: Class 13 contains 3319 members Mstep: Class 14 contains 2822 members Mstep: Class 16 contains 1378 members Mstep: Class 17 contains 1997 members Mstep: Class 18 contains 2852 members Entering Unmasked Estep ConsiderDeletion Score: -2370434.500000 Penalty: 7172.664551 Iteration 15Q: 15 clusters Score -2370434 nChanged 2094 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5545 members Mstep: Class 4 contains 40976 members Mstep: Class 5 contains 7361 members Mstep: Class 6 contains 2766 members Mstep: Class 7 contains 586 members Mstep: Class 8 contains 5164 members Mstep: Class 10 contains 1510 members Mstep: Class 11 contains 891 members Mstep: Class 12 contains 330 members Mstep: Class 13 contains 3363 members Mstep: Class 14 contains 2950 members Mstep: Class 16 contains 1395 members Mstep: Class 17 contains 2000 members Mstep: Class 18 contains 2812 members Entering Unmasked Estep ConsiderDeletion Score: -2371918.750000 Penalty: 7172.664551 Iteration 16Q: 15 clusters Score -2371919 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5576 members Mstep: Class 4 contains 41386 members Mstep: Class 5 contains 6695 members Mstep: Class 6 contains 2602 members Mstep: Class 7 contains 588 members Mstep: Class 8 contains 5598 members Mstep: Class 10 contains 1458 members Mstep: Class 11 contains 861 members Mstep: Class 12 contains 310 members Mstep: Class 13 contains 3385 members Mstep: Class 14 contains 3081 members Mstep: Class 16 contains 1406 members Mstep: Class 17 contains 1970 members Mstep: Class 18 contains 2733 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 495.270416 but Gain 512.333008 Score: -2373149.250000 Penalty: 6660.331543 Iteration 17Q: 14 clusters Score -2373149 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5578 members Mstep: Class 4 contains 41693 members Mstep: Class 5 contains 6344 members Mstep: Class 6 contains 2520 members Mstep: Class 7 contains 584 members Mstep: Class 8 contains 5931 members Mstep: Class 10 contains 1389 members Mstep: Class 11 contains 839 members Mstep: Class 13 contains 3481 members Mstep: Class 14 contains 3212 members Mstep: Class 16 contains 1546 members Mstep: Class 17 contains 1925 members Mstep: Class 18 contains 2607 members Entering Unmasked Estep ConsiderDeletion Score: -2374512.000000 Penalty: 6660.331543 Iteration 18Q: 14 clusters Score -2374512 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5555 members Mstep: Class 4 contains 41904 members Mstep: Class 5 contains 6211 members Mstep: Class 6 contains 2375 members Mstep: Class 7 contains 571 members Mstep: Class 8 contains 6181 members Mstep: Class 10 contains 1297 members Mstep: Class 11 contains 814 members Mstep: Class 13 contains 3485 members Mstep: Class 14 contains 3291 members Mstep: Class 16 contains 1577 members Mstep: Class 17 contains 1894 members Mstep: Class 18 contains 2494 members Entering Unmasked Estep ConsiderDeletion Score: -2375145.000000 Penalty: 6660.331543 Iteration 19Q: 14 clusters Score -2375145 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 9 members Mstep: Class 1 contains 5516 members Mstep: Class 4 contains 42054 members Mstep: Class 5 contains 6188 members Mstep: Class 6 contains 2259 members Mstep: Class 7 contains 553 members Mstep: Class 8 contains 6400 members Mstep: Class 10 contains 1214 members Mstep: Class 11 contains 794 members Mstep: Class 13 contains 3485 members Mstep: Class 14 contains 3346 members Mstep: Class 16 contains 1596 members Mstep: Class 17 contains 1872 members Mstep: Class 18 contains 2372 members Entering Unmasked Estep ConsiderDeletion Score: -2375652.500000 Penalty: 6660.331543 Iteration 20F: 14 clusters Score -2375652 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5473 members Mstep: Class 4 contains 42149 members Mstep: Class 5 contains 6159 members Mstep: Class 6 contains 2153 members Mstep: Class 7 contains 535 members Mstep: Class 8 contains 6656 members Mstep: Class 10 contains 1142 members Mstep: Class 11 contains 777 members Mstep: Class 13 contains 3502 members Mstep: Class 14 contains 3425 members Mstep: Class 16 contains 1590 members Mstep: Class 17 contains 1863 members Mstep: Class 18 contains 2227 members Entering Unmasked Estep ConsiderDeletion Score: -2376108.500000 Penalty: 6660.331543 Iteration 21Q: 14 clusters Score -2376108 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5432 members Mstep: Class 4 contains 42228 members Mstep: Class 5 contains 6109 members Mstep: Class 6 contains 2046 members Mstep: Class 7 contains 516 members Mstep: Class 8 contains 6938 members Mstep: Class 10 contains 1064 members Mstep: Class 11 contains 750 members Mstep: Class 13 contains 3522 members Mstep: Class 14 contains 3501 members Mstep: Class 16 contains 1603 members Mstep: Class 17 contains 1846 members Mstep: Class 18 contains 2096 members Entering Unmasked Estep ConsiderDeletion Score: -2376483.750000 Penalty: 6660.331543 Iteration 22Q: 14 clusters Score -2376484 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5409 members Mstep: Class 4 contains 42301 members Mstep: Class 5 contains 6060 members Mstep: Class 6 contains 1913 members Mstep: Class 7 contains 505 members Mstep: Class 8 contains 7190 members Mstep: Class 10 contains 992 members Mstep: Class 11 contains 723 members Mstep: Class 13 contains 3536 members Mstep: Class 14 contains 3562 members Mstep: Class 16 contains 1619 members Mstep: Class 17 contains 1846 members Mstep: Class 18 contains 1995 members Entering Unmasked Estep ConsiderDeletion Score: -2376843.250000 Penalty: 6660.331543 Iteration 23Q: 14 clusters Score -2376843 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5383 members Mstep: Class 4 contains 42361 members Mstep: Class 5 contains 5984 members Mstep: Class 6 contains 1806 members Mstep: Class 7 contains 496 members Mstep: Class 8 contains 7446 members Mstep: Class 10 contains 933 members Mstep: Class 11 contains 706 members Mstep: Class 13 contains 3560 members Mstep: Class 14 contains 3601 members Mstep: Class 16 contains 1627 members Mstep: Class 17 contains 1848 members Mstep: Class 18 contains 1900 members Entering Unmasked Estep ConsiderDeletion Score: -2377191.750000 Penalty: 6660.331543 Iteration 24Q: 14 clusters Score -2377192 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5354 members Mstep: Class 4 contains 42402 members Mstep: Class 5 contains 5861 members Mstep: Class 6 contains 1699 members Mstep: Class 7 contains 489 members Mstep: Class 8 contains 7738 members Mstep: Class 10 contains 869 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3584 members Mstep: Class 14 contains 3632 members Mstep: Class 16 contains 1637 members Mstep: Class 17 contains 1858 members Mstep: Class 18 contains 1832 members Entering Unmasked Estep ConsiderDeletion Score: -2377498.500000 Penalty: 6660.331543 Iteration 25Q: 14 clusters Score -2377498 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 5339 members Mstep: Class 4 contains 42448 members Mstep: Class 5 contains 5733 members Mstep: Class 6 contains 1617 members Mstep: Class 7 contains 477 members Mstep: Class 8 contains 8012 members Mstep: Class 10 contains 809 members Mstep: Class 11 contains 680 members Mstep: Class 13 contains 3608 members Mstep: Class 14 contains 3655 members Mstep: Class 16 contains 1639 members Mstep: Class 17 contains 1857 members Mstep: Class 18 contains 1777 members Entering Unmasked Estep ConsiderDeletion Score: -2377773.750000 Penalty: 6660.331543 Iteration 26Q: 14 clusters Score -2377774 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5344 members Mstep: Class 4 contains 42467 members Mstep: Class 5 contains 5633 members Mstep: Class 6 contains 1526 members Mstep: Class 7 contains 463 members Mstep: Class 8 contains 8258 members Mstep: Class 10 contains 739 members Mstep: Class 11 contains 660 members Mstep: Class 13 contains 3630 members Mstep: Class 14 contains 3689 members Mstep: Class 16 contains 1637 members Mstep: Class 17 contains 1861 members Mstep: Class 18 contains 1745 members Entering Unmasked Estep ConsiderDeletion Score: -2378025.500000 Penalty: 6660.331543 Iteration 27Q: 14 clusters Score -2378026 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5345 members Mstep: Class 4 contains 42453 members Mstep: Class 5 contains 5527 members Mstep: Class 6 contains 1433 members Mstep: Class 7 contains 455 members Mstep: Class 8 contains 8459 members Mstep: Class 10 contains 681 members Mstep: Class 11 contains 654 members Mstep: Class 13 contains 3642 members Mstep: Class 14 contains 3734 members Mstep: Class 16 contains 1639 members Mstep: Class 17 contains 1882 members Mstep: Class 18 contains 1748 members Entering Unmasked Estep ConsiderDeletion Score: -2378200.000000 Penalty: 6660.331543 Iteration 28Q: 14 clusters Score -2378200 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5360 members Mstep: Class 4 contains 42441 members Mstep: Class 5 contains 5442 members Mstep: Class 6 contains 1360 members Mstep: Class 7 contains 444 members Mstep: Class 8 contains 8644 members Mstep: Class 10 contains 633 members Mstep: Class 11 contains 647 members Mstep: Class 13 contains 3653 members Mstep: Class 14 contains 3758 members Mstep: Class 16 contains 1634 members Mstep: Class 17 contains 1902 members Mstep: Class 18 contains 1734 members Entering Unmasked Estep ConsiderDeletion Score: -2378355.750000 Penalty: 6660.331543 Iteration 29Q: 14 clusters Score -2378356 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5379 members Mstep: Class 4 contains 42419 members Mstep: Class 5 contains 5359 members Mstep: Class 6 contains 1299 members Mstep: Class 7 contains 430 members Mstep: Class 8 contains 8804 members Mstep: Class 10 contains 597 members Mstep: Class 11 contains 641 members Mstep: Class 13 contains 3671 members Mstep: Class 14 contains 3774 members Mstep: Class 16 contains 1626 members Mstep: Class 17 contains 1920 members Mstep: Class 18 contains 1733 members Entering Unmasked Estep ConsiderDeletion Score: -2378462.500000 Penalty: 6660.331543 Iteration 30Q: 14 clusters Score -2378462 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5428 members Mstep: Class 4 contains 42381 members Mstep: Class 5 contains 5263 members Mstep: Class 6 contains 1240 members Mstep: Class 7 contains 428 members Mstep: Class 8 contains 8946 members Mstep: Class 10 contains 566 members Mstep: Class 11 contains 637 members Mstep: Class 13 contains 3686 members Mstep: Class 14 contains 3767 members Mstep: Class 16 contains 1621 members Mstep: Class 17 contains 1954 members Mstep: Class 18 contains 1735 members Entering Unmasked Estep ConsiderDeletion Score: -2378557.000000 Penalty: 6660.331543 Iteration 31Q: 14 clusters Score -2378557 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5480 members Mstep: Class 4 contains 42339 members Mstep: Class 5 contains 5190 members Mstep: Class 6 contains 1195 members Mstep: Class 7 contains 422 members Mstep: Class 8 contains 9062 members Mstep: Class 10 contains 532 members Mstep: Class 11 contains 634 members Mstep: Class 13 contains 3700 members Mstep: Class 14 contains 3756 members Mstep: Class 16 contains 1619 members Mstep: Class 17 contains 1980 members Mstep: Class 18 contains 1743 members Entering Unmasked Estep ConsiderDeletion Score: -2378650.750000 Penalty: 6660.331543 Iteration 32Q: 14 clusters Score -2378651 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5546 members Mstep: Class 4 contains 42297 members Mstep: Class 5 contains 5118 members Mstep: Class 6 contains 1154 members Mstep: Class 7 contains 414 members Mstep: Class 8 contains 9175 members Mstep: Class 10 contains 508 members Mstep: Class 11 contains 623 members Mstep: Class 13 contains 3712 members Mstep: Class 14 contains 3746 members Mstep: Class 16 contains 1617 members Mstep: Class 17 contains 1999 members Mstep: Class 18 contains 1743 members Entering Unmasked Estep ConsiderDeletion Score: -2378757.000000 Penalty: 6660.331543 Iteration 33Q: 14 clusters Score -2378757 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5632 members Mstep: Class 4 contains 42247 members Mstep: Class 5 contains 5056 members Mstep: Class 6 contains 1114 members Mstep: Class 7 contains 407 members Mstep: Class 8 contains 9283 members Mstep: Class 10 contains 485 members Mstep: Class 11 contains 613 members Mstep: Class 13 contains 3725 members Mstep: Class 14 contains 3720 members Mstep: Class 16 contains 1620 members Mstep: Class 17 contains 2012 members Mstep: Class 18 contains 1738 members Entering Unmasked Estep ConsiderDeletion Score: -2378849.500000 Penalty: 6660.331543 Iteration 34Q: 14 clusters Score -2378850 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5721 members Mstep: Class 4 contains 42192 members Mstep: Class 5 contains 5007 members Mstep: Class 6 contains 1081 members Mstep: Class 7 contains 397 members Mstep: Class 8 contains 9382 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 598 members Mstep: Class 13 contains 3743 members Mstep: Class 14 contains 3684 members Mstep: Class 16 contains 1622 members Mstep: Class 17 contains 2033 members Mstep: Class 18 contains 1728 members Entering Unmasked Estep ConsiderDeletion Score: -2378953.250000 Penalty: 6660.331543 Iteration 35Q: 14 clusters Score -2378953 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5813 members Mstep: Class 4 contains 42128 members Mstep: Class 5 contains 4929 members Mstep: Class 6 contains 1053 members Mstep: Class 7 contains 394 members Mstep: Class 8 contains 9496 members Mstep: Class 10 contains 445 members Mstep: Class 11 contains 586 members Mstep: Class 13 contains 3761 members Mstep: Class 14 contains 3646 members Mstep: Class 16 contains 1615 members Mstep: Class 17 contains 2057 members Mstep: Class 18 contains 1729 members Entering Unmasked Estep ConsiderDeletion Score: -2379079.250000 Penalty: 6660.331543 Iteration 36Q: 14 clusters Score -2379079 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 5921 members Mstep: Class 4 contains 42073 members Mstep: Class 5 contains 4824 members Mstep: Class 6 contains 1024 members Mstep: Class 7 contains 391 members Mstep: Class 8 contains 9634 members Mstep: Class 10 contains 430 members Mstep: Class 11 contains 578 members Mstep: Class 13 contains 3771 members Mstep: Class 14 contains 3597 members Mstep: Class 16 contains 1616 members Mstep: Class 17 contains 2072 members Mstep: Class 18 contains 1721 members Entering Unmasked Estep ConsiderDeletion Score: -2379213.750000 Penalty: 6660.331543 Iteration 37Q: 14 clusters Score -2379214 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6050 members Mstep: Class 4 contains 41995 members Mstep: Class 5 contains 4698 members Mstep: Class 6 contains 995 members Mstep: Class 7 contains 392 members Mstep: Class 8 contains 9791 members Mstep: Class 10 contains 411 members Mstep: Class 11 contains 576 members Mstep: Class 13 contains 3789 members Mstep: Class 14 contains 3549 members Mstep: Class 16 contains 1617 members Mstep: Class 17 contains 2068 members Mstep: Class 18 contains 1721 members Entering Unmasked Estep ConsiderDeletion Score: -2379335.500000 Penalty: 6660.331543 Iteration 38Q: 14 clusters Score -2379336 nChanged 416 Entering ConstructFrom: Score: -2379335.500000 Penalty: 6660.331543 Entering ConstructFrom: Trying to split cluster 1 (6149 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6149 members Entering Unmasked Estep Score: -194270.937500 Penalty: 396.944031 Iteration 0F: 2 clusters Score -194270.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -190139.296875 Penalty: 793.888062 Iteration 0F: 3 clusters Score -190139.3 nChanged 2776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -191818.750000 Penalty: 793.888062 Iteration 1F: 3 clusters Score -191818.8 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4114 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -192111.000000 Penalty: 793.888062 Iteration 2F: 3 clusters Score -192111 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4534 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -192487.593750 Penalty: 793.888062 Iteration 3F: 3 clusters Score -192487.6 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -192951.156250 Penalty: 793.888062 Iteration 4F: 3 clusters Score -192951.2 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -193350.875000 Penalty: 793.888062 Iteration 5F: 3 clusters Score -193350.9 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -193622.765625 Penalty: 793.888062 Iteration 6Q: 3 clusters Score -193622.8 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -193760.500000 Penalty: 793.888062 Iteration 7Q: 3 clusters Score -193760.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -193809.812500 Penalty: 793.888062 Iteration 8Q: 3 clusters Score -193809.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -193839.140625 Penalty: 793.888062 Iteration 9Q: 3 clusters Score -193839.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -193867.281250 Penalty: 793.888062 Iteration 10Q: 3 clusters Score -193867.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5885 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -193884.828125 Penalty: 793.888062 Iteration 11Q: 3 clusters Score -193884.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5897 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -193894.734375 Penalty: 793.888062 Iteration 12Q: 3 clusters Score -193894.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5906 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -193902.750000 Penalty: 793.888062 Iteration 13Q: 3 clusters Score -193902.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -193906.687500 Penalty: 793.888062 Iteration 14Q: 3 clusters Score -193906.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5908 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -193908.671875 Penalty: 793.888062 Iteration 15Q: 3 clusters Score -193908.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -193911.125000 Penalty: 793.888062 Iteration 16Q: 3 clusters Score -193911.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5915 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -193913.546875 Penalty: 793.888062 Iteration 17Q: 3 clusters Score -193913.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5919 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -193914.031250 Penalty: 793.888062 Iteration 18Q: 3 clusters Score -193914 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5922 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -193916.015625 Penalty: 793.888062 Iteration 19Q: 3 clusters Score -193916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -193916.593750 Penalty: 793.888062 Iteration 20F: 3 clusters Score -193916.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5926 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -193917.343750 Penalty: 793.888062 Iteration 21Q: 3 clusters Score -193917.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5929 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -193920.687500 Penalty: 793.888062 Iteration 22Q: 3 clusters Score -193920.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5931 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -193921.015625 Penalty: 793.888062 Iteration 23Q: 3 clusters Score -193921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -193921.296875 Penalty: 793.888062 Iteration 24Q: 3 clusters Score -193921.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -193921.296875 Penalty: 793.888062 Iteration 25F: 3 clusters Score -193921.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (41922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41922 members Entering Unmasked Estep Score: -1370132.000000 Penalty: 484.282257 Iteration 0F: 2 clusters Score -1370132 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21132 members Mstep: Class 2 contains 20790 members Entering Unmasked Estep Score: -1342016.500000 Penalty: 968.564514 Iteration 0F: 3 clusters Score -1342016 nChanged 20242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25798 members Mstep: Class 2 contains 16124 members Entering Unmasked Estep Score: -1355308.000000 Penalty: 968.564514 Iteration 1F: 3 clusters Score -1355308 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28190 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -1356968.625000 Penalty: 968.564514 Iteration 2F: 3 clusters Score -1356969 nChanged 3075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31067 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -1359228.750000 Penalty: 968.564514 Iteration 3F: 3 clusters Score -1359229 nChanged 3323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34324 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -1362156.375000 Penalty: 968.564514 Iteration 4F: 3 clusters Score -1362156 nChanged 3090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37402 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1365264.000000 Penalty: 968.564514 Iteration 5F: 3 clusters Score -1365264 nChanged 2383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39779 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -1367722.625000 Penalty: 968.564514 Iteration 6F: 3 clusters Score -1367723 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41087 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -1369061.250000 Penalty: 968.564514 Iteration 7Q: 3 clusters Score -1369061 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41550 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1369500.000000 Penalty: 968.564514 Iteration 8Q: 3 clusters Score -1369500 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41701 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -1369654.625000 Penalty: 968.564514 Iteration 9Q: 3 clusters Score -1369655 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41740 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -1369710.750000 Penalty: 968.564514 Iteration 10Q: 3 clusters Score -1369711 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41744 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -1369741.375000 Penalty: 968.564514 Iteration 11Q: 3 clusters Score -1369741 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41749 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -1369767.750000 Penalty: 968.564514 Iteration 12Q: 3 clusters Score -1369768 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41748 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -1369774.000000 Penalty: 968.564514 Iteration 13Q: 3 clusters Score -1369774 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41746 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1369778.000000 Penalty: 968.564514 Iteration 14Q: 3 clusters Score -1369778 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41745 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -1369779.375000 Penalty: 968.564514 Iteration 15Q: 3 clusters Score -1369779 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41746 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1369779.125000 Penalty: 968.564514 Iteration 16Q: 3 clusters Score -1369779 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41746 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -1369779.125000 Penalty: 968.564514 Iteration 17F: 3 clusters Score -1369779 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (4596 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Entering Unmasked Estep Score: -150312.140625 Penalty: 383.698822 Iteration 0F: 2 clusters Score -150312.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2338 members Entering Unmasked Estep Score: -147227.812500 Penalty: 767.397644 Iteration 0F: 3 clusters Score -147227.8 nChanged 2098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -148690.687500 Penalty: 767.397644 Iteration 1F: 3 clusters Score -148690.7 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -148975.234375 Penalty: 767.397644 Iteration 2F: 3 clusters Score -148975.2 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -149217.093750 Penalty: 767.397644 Iteration 3F: 3 clusters Score -149217.1 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -149406.781250 Penalty: 767.397644 Iteration 4F: 3 clusters Score -149406.8 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -149562.656250 Penalty: 767.397644 Iteration 5Q: 3 clusters Score -149562.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -149688.125000 Penalty: 767.397644 Iteration 6Q: 3 clusters Score -149688.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 3924 members Entering Unmasked Estep Score: -149811.718750 Penalty: 767.397644 Iteration 7Q: 3 clusters Score -149811.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -149932.828125 Penalty: 767.397644 Iteration 8Q: 3 clusters Score -149932.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -149990.109375 Penalty: 767.397644 Iteration 9Q: 3 clusters Score -149990.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -150023.187500 Penalty: 767.397644 Iteration 10Q: 3 clusters Score -150023.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 4127 members Entering Unmasked Estep Score: -150043.062500 Penalty: 767.397644 Iteration 11Q: 3 clusters Score -150043.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -150056.203125 Penalty: 767.397644 Iteration 12Q: 3 clusters Score -150056.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -150065.906250 Penalty: 767.397644 Iteration 13Q: 3 clusters Score -150065.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -150072.843750 Penalty: 767.397644 Iteration 14Q: 3 clusters Score -150072.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 4192 members Entering Unmasked Estep Score: -150083.765625 Penalty: 767.397644 Iteration 15Q: 3 clusters Score -150083.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -150087.046875 Penalty: 767.397644 Iteration 16Q: 3 clusters Score -150087 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 4206 members Entering Unmasked Estep Score: -150088.109375 Penalty: 767.397644 Iteration 17Q: 3 clusters Score -150088.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 4207 members Entering Unmasked Estep Score: -150088.765625 Penalty: 767.397644 Iteration 18Q: 3 clusters Score -150088.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -150089.000000 Penalty: 767.397644 Iteration 19Q: 3 clusters Score -150089 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 4209 members Entering Unmasked Estep Score: -150089.000000 Penalty: 767.397644 Iteration 20F: 3 clusters Score -150089 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Entering Unmasked Estep Score: -24401.898438 Penalty: 313.057465 Iteration 0F: 2 clusters Score -24401.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -23610.273438 Penalty: 626.114929 Iteration 0F: 3 clusters Score -23610.27 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -23842.583984 Penalty: 626.114929 Iteration 1F: 3 clusters Score -23842.58 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -23898.494141 Penalty: 626.114929 Iteration 2F: 3 clusters Score -23898.49 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -23936.083984 Penalty: 626.114929 Iteration 3F: 3 clusters Score -23936.08 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -23969.326172 Penalty: 626.114929 Iteration 4Q: 3 clusters Score -23969.33 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -24007.033203 Penalty: 626.114929 Iteration 5Q: 3 clusters Score -24007.03 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -24040.250000 Penalty: 626.114929 Iteration 6Q: 3 clusters Score -24040.25 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -24068.601562 Penalty: 626.114929 Iteration 7Q: 3 clusters Score -24068.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -24092.626953 Penalty: 626.114929 Iteration 8Q: 3 clusters Score -24092.63 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -24111.498047 Penalty: 626.114929 Iteration 9Q: 3 clusters Score -24111.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -24134.333984 Penalty: 626.114929 Iteration 10Q: 3 clusters Score -24134.33 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -24160.029297 Penalty: 626.114929 Iteration 11Q: 3 clusters Score -24160.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24176.488281 Penalty: 626.114929 Iteration 12Q: 3 clusters Score -24176.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -24195.470703 Penalty: 626.114929 Iteration 13Q: 3 clusters Score -24195.47 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -24208.007812 Penalty: 626.114929 Iteration 14Q: 3 clusters Score -24208.01 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -24213.876953 Penalty: 626.114929 Iteration 15Q: 3 clusters Score -24213.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -24215.484375 Penalty: 626.114929 Iteration 16Q: 3 clusters Score -24215.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -24217.626953 Penalty: 626.114929 Iteration 17Q: 3 clusters Score -24217.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -24222.775391 Penalty: 626.114929 Iteration 18Q: 3 clusters Score -24222.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -24228.980469 Penalty: 626.114929 Iteration 19Q: 3 clusters Score -24228.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24235.541016 Penalty: 626.114929 Iteration 20F: 3 clusters Score -24235.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -24252.835938 Penalty: 626.114929 Iteration 21Q: 3 clusters Score -24252.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -24275.423828 Penalty: 626.114929 Iteration 22Q: 3 clusters Score -24275.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -24295.843750 Penalty: 626.114929 Iteration 23Q: 3 clusters Score -24295.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -24312.537109 Penalty: 626.114929 Iteration 24Q: 3 clusters Score -24312.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -24329.398438 Penalty: 626.114929 Iteration 25Q: 3 clusters Score -24329.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -24340.416016 Penalty: 626.114929 Iteration 26Q: 3 clusters Score -24340.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -24351.857422 Penalty: 626.114929 Iteration 27Q: 3 clusters Score -24351.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -24360.033203 Penalty: 626.114929 Iteration 28Q: 3 clusters Score -24360.03 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24365.181641 Penalty: 626.114929 Iteration 29Q: 3 clusters Score -24365.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -24367.103516 Penalty: 626.114929 Iteration 30Q: 3 clusters Score -24367.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -24368.132812 Penalty: 626.114929 Iteration 31Q: 3 clusters Score -24368.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24368.583984 Penalty: 626.114929 Iteration 32Q: 3 clusters Score -24368.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 97 members Entering Unmasked Estep Score: -24396.730469 Penalty: 626.114929 Iteration 33F: 3 clusters Score -24396.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -24448.429688 Penalty: 626.114929 Iteration 34Q: 3 clusters Score -24448.43 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -24470.441406 Penalty: 626.114929 Iteration 35Q: 3 clusters Score -24470.44 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -24478.097656 Penalty: 626.114929 Iteration 36Q: 3 clusters Score -24478.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24479.357422 Penalty: 626.114929 Iteration 37Q: 3 clusters Score -24479.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -24479.906250 Penalty: 626.114929 Iteration 38Q: 3 clusters Score -24479.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -24479.906250 Penalty: 626.114929 Iteration 39F: 3 clusters Score -24479.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6149 members Mstep: Class 2 contains 120 members Mstep: Class 4 contains 41922 members Mstep: Class 5 contains 4596 members Mstep: Class 6 contains 853 members Mstep: Class 7 contains 391 members Mstep: Class 8 contains 9935 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 574 members Mstep: Class 13 contains 3809 members Mstep: Class 14 contains 3518 members Mstep: Class 16 contains 1617 members Mstep: Class 17 contains 2068 members Mstep: Class 18 contains 1710 members Entering Unmasked Estep Score: -2379265.750000 Penalty: 7172.664551 Splitting cluster 6 changes total score from -2379335.500000 to -2379265.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (391 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Entering Unmasked Estep Score: -13289.268555 Penalty: 271.576202 Iteration 0F: 2 clusters Score -13289.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -12879.082031 Penalty: 543.152405 Iteration 0F: 3 clusters Score -12879.08 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -12970.727539 Penalty: 543.152405 Iteration 1F: 3 clusters Score -12970.73 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -12999.275391 Penalty: 543.152405 Iteration 2F: 3 clusters Score -12999.28 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -13017.952148 Penalty: 543.152405 Iteration 3Q: 3 clusters Score -13017.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13026.717773 Penalty: 543.152405 Iteration 4Q: 3 clusters Score -13026.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13029.076172 Penalty: 543.152405 Iteration 5Q: 3 clusters Score -13029.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -13029.946289 Penalty: 543.152405 Iteration 6Q: 3 clusters Score -13029.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13031.483398 Penalty: 543.152405 Iteration 7Q: 3 clusters Score -13031.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -13032.933594 Penalty: 543.152405 Iteration 8Q: 3 clusters Score -13032.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -13035.530273 Penalty: 543.152405 Iteration 9Q: 3 clusters Score -13035.53 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -13037.159180 Penalty: 543.152405 Iteration 10Q: 3 clusters Score -13037.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -13039.420898 Penalty: 543.152405 Iteration 11Q: 3 clusters Score -13039.42 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -13039.420898 Penalty: 543.152405 Iteration 12F: 3 clusters Score -13039.42 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (9935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9935 members Entering Unmasked Estep Score: -330177.000000 Penalty: 418.773773 Iteration 0F: 2 clusters Score -330177 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 5009 members Entering Unmasked Estep Score: -323564.156250 Penalty: 837.547546 Iteration 0F: 3 clusters Score -323564.2 nChanged 4605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 5536 members Entering Unmasked Estep Score: -326189.750000 Penalty: 837.547546 Iteration 1F: 3 clusters Score -326189.8 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 5873 members Entering Unmasked Estep Score: -326470.093750 Penalty: 837.547546 Iteration 2F: 3 clusters Score -326470.1 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -326805.406250 Penalty: 837.547546 Iteration 3F: 3 clusters Score -326805.4 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -327218.531250 Penalty: 837.547546 Iteration 4F: 3 clusters Score -327218.5 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -327764.218750 Penalty: 837.547546 Iteration 5F: 3 clusters Score -327764.2 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 7806 members Entering Unmasked Estep Score: -328385.906250 Penalty: 837.547546 Iteration 6F: 3 clusters Score -328385.9 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 8175 members Entering Unmasked Estep Score: -328825.562500 Penalty: 837.547546 Iteration 7Q: 3 clusters Score -328825.6 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 8422 members Entering Unmasked Estep Score: -329083.406250 Penalty: 837.547546 Iteration 8Q: 3 clusters Score -329083.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 8611 members Entering Unmasked Estep Score: -329233.875000 Penalty: 837.547546 Iteration 9Q: 3 clusters Score -329233.9 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 8767 members Entering Unmasked Estep Score: -329323.125000 Penalty: 837.547546 Iteration 10Q: 3 clusters Score -329323.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 8897 members Entering Unmasked Estep Score: -329389.812500 Penalty: 837.547546 Iteration 11Q: 3 clusters Score -329389.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 9008 members Entering Unmasked Estep Score: -329450.875000 Penalty: 837.547546 Iteration 12Q: 3 clusters Score -329450.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 9118 members Entering Unmasked Estep Score: -329510.593750 Penalty: 837.547546 Iteration 13Q: 3 clusters Score -329510.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 9224 members Entering Unmasked Estep Score: -329564.937500 Penalty: 837.547546 Iteration 14Q: 3 clusters Score -329564.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 9311 members Entering Unmasked Estep Score: -329604.750000 Penalty: 837.547546 Iteration 15Q: 3 clusters Score -329604.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 9384 members Entering Unmasked Estep Score: -329642.250000 Penalty: 837.547546 Iteration 16Q: 3 clusters Score -329642.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -329672.375000 Penalty: 837.547546 Iteration 17Q: 3 clusters Score -329672.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 9491 members Entering Unmasked Estep Score: -329696.468750 Penalty: 837.547546 Iteration 18Q: 3 clusters Score -329696.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 9530 members Entering Unmasked Estep Score: -329714.125000 Penalty: 837.547546 Iteration 19Q: 3 clusters Score -329714.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 9562 members Entering Unmasked Estep Score: -329725.312500 Penalty: 837.547546 Iteration 20F: 3 clusters Score -329725.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 9595 members Entering Unmasked Estep Score: -329739.687500 Penalty: 837.547546 Iteration 21Q: 3 clusters Score -329739.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 9623 members Entering Unmasked Estep Score: -329751.906250 Penalty: 837.547546 Iteration 22Q: 3 clusters Score -329751.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -329765.906250 Penalty: 837.547546 Iteration 23Q: 3 clusters Score -329765.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 9665 members Entering Unmasked Estep Score: -329774.656250 Penalty: 837.547546 Iteration 24Q: 3 clusters Score -329774.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 9685 members Entering Unmasked Estep Score: -329791.125000 Penalty: 837.547546 Iteration 25Q: 3 clusters Score -329791.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 9694 members Entering Unmasked Estep Score: -329801.062500 Penalty: 837.547546 Iteration 26Q: 3 clusters Score -329801.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 9701 members Entering Unmasked Estep Score: -329807.656250 Penalty: 837.547546 Iteration 27Q: 3 clusters Score -329807.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 9705 members Entering Unmasked Estep Score: -329811.781250 Penalty: 837.547546 Iteration 28Q: 3 clusters Score -329811.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 9713 members Entering Unmasked Estep Score: -329814.875000 Penalty: 837.547546 Iteration 29Q: 3 clusters Score -329814.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 9719 members Entering Unmasked Estep Score: -329817.687500 Penalty: 837.547546 Iteration 30Q: 3 clusters Score -329817.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 9723 members Entering Unmasked Estep Score: -329820.937500 Penalty: 837.547546 Iteration 31Q: 3 clusters Score -329820.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -329823.468750 Penalty: 837.547546 Iteration 32Q: 3 clusters Score -329823.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 9729 members Entering Unmasked Estep Score: -329824.781250 Penalty: 837.547546 Iteration 33Q: 3 clusters Score -329824.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -329825.156250 Penalty: 837.547546 Iteration 34Q: 3 clusters Score -329825.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -329825.156250 Penalty: 837.547546 Iteration 35F: 3 clusters Score -329825.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (390 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Entering Unmasked Estep Score: -12976.697266 Penalty: 271.459686 Iteration 0F: 2 clusters Score -12976.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -12545.311523 Penalty: 542.919373 Iteration 0F: 3 clusters Score -12545.31 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -12627.864258 Penalty: 542.919373 Iteration 1F: 3 clusters Score -12627.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -12641.206055 Penalty: 542.919373 Iteration 2F: 3 clusters Score -12641.21 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -12660.444336 Penalty: 542.919373 Iteration 3F: 3 clusters Score -12660.44 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -12676.567383 Penalty: 542.919373 Iteration 4Q: 3 clusters Score -12676.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -12686.059570 Penalty: 542.919373 Iteration 5Q: 3 clusters Score -12686.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -12690.724609 Penalty: 542.919373 Iteration 6Q: 3 clusters Score -12690.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -12695.190430 Penalty: 542.919373 Iteration 7Q: 3 clusters Score -12695.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -12696.850586 Penalty: 542.919373 Iteration 8Q: 3 clusters Score -12696.85 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -12698.785156 Penalty: 542.919373 Iteration 9Q: 3 clusters Score -12698.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -12702.413086 Penalty: 542.919373 Iteration 10Q: 3 clusters Score -12702.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -12710.275391 Penalty: 542.919373 Iteration 11Q: 3 clusters Score -12710.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -12713.295898 Penalty: 542.919373 Iteration 12Q: 3 clusters Score -12713.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -12716.874023 Penalty: 542.919373 Iteration 13Q: 3 clusters Score -12716.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -12723.866211 Penalty: 542.919373 Iteration 14Q: 3 clusters Score -12723.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -12733.526367 Penalty: 542.919373 Iteration 15Q: 3 clusters Score -12733.53 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -12737.642578 Penalty: 542.919373 Iteration 16Q: 3 clusters Score -12737.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -12740.082031 Penalty: 542.919373 Iteration 17Q: 3 clusters Score -12740.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -12740.894531 Penalty: 542.919373 Iteration 18Q: 3 clusters Score -12740.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -12741.670898 Penalty: 542.919373 Iteration 19Q: 3 clusters Score -12741.67 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -12741.670898 Penalty: 542.919373 Iteration 20F: 3 clusters Score -12741.67 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (574 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Entering Unmasked Estep Score: -20020.044922 Penalty: 289.044617 Iteration 0F: 2 clusters Score -20020.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -19489.093750 Penalty: 578.089233 Iteration 0F: 3 clusters Score -19489.09 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -19602.474609 Penalty: 578.089233 Iteration 1F: 3 clusters Score -19602.47 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -19626.486328 Penalty: 578.089233 Iteration 2F: 3 clusters Score -19626.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -19636.066406 Penalty: 578.089233 Iteration 3Q: 3 clusters Score -19636.07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -19645.244141 Penalty: 578.089233 Iteration 4Q: 3 clusters Score -19645.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -19653.220703 Penalty: 578.089233 Iteration 5Q: 3 clusters Score -19653.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -19662.882812 Penalty: 578.089233 Iteration 6Q: 3 clusters Score -19662.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -19674.667969 Penalty: 578.089233 Iteration 7Q: 3 clusters Score -19674.67 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -19690.076172 Penalty: 578.089233 Iteration 8Q: 3 clusters Score -19690.08 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -19697.998047 Penalty: 578.089233 Iteration 9Q: 3 clusters Score -19698 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -19701.595703 Penalty: 578.089233 Iteration 10Q: 3 clusters Score -19701.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -19703.869141 Penalty: 578.089233 Iteration 11Q: 3 clusters Score -19703.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -19705.851562 Penalty: 578.089233 Iteration 12Q: 3 clusters Score -19705.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -19705.851562 Penalty: 578.089233 Iteration 13F: 3 clusters Score -19705.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3809 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Entering Unmasked Estep Score: -120322.890625 Penalty: 375.153046 Iteration 0F: 2 clusters Score -120322.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -117714.890625 Penalty: 750.306091 Iteration 0F: 3 clusters Score -117714.9 nChanged 1725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -118628.640625 Penalty: 750.306091 Iteration 1F: 3 clusters Score -118628.6 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -118713.640625 Penalty: 750.306091 Iteration 2F: 3 clusters Score -118713.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -118796.859375 Penalty: 750.306091 Iteration 3Q: 3 clusters Score -118796.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -118891.351562 Penalty: 750.306091 Iteration 4F: 3 clusters Score -118891.4 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -119020.164062 Penalty: 750.306091 Iteration 5F: 3 clusters Score -119020.2 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -119200.390625 Penalty: 750.306091 Iteration 6F: 3 clusters Score -119200.4 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -119392.789062 Penalty: 750.306091 Iteration 7F: 3 clusters Score -119392.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -119575.296875 Penalty: 750.306091 Iteration 8F: 3 clusters Score -119575.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -119747.695312 Penalty: 750.306091 Iteration 9Q: 3 clusters Score -119747.7 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 3368 members Entering Unmasked Estep Score: -119905.789062 Penalty: 750.306091 Iteration 10Q: 3 clusters Score -119905.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 3383 members Entering Unmasked Estep Score: -119971.031250 Penalty: 750.306091 Iteration 11Q: 3 clusters Score -119971 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 3386 members Entering Unmasked Estep Score: -119993.867188 Penalty: 750.306091 Iteration 12Q: 3 clusters Score -119993.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -120005.265625 Penalty: 750.306091 Iteration 13Q: 3 clusters Score -120005.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -120012.890625 Penalty: 750.306091 Iteration 14Q: 3 clusters Score -120012.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 3394 members Entering Unmasked Estep Score: -120016.796875 Penalty: 750.306091 Iteration 15Q: 3 clusters Score -120016.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -120018.921875 Penalty: 750.306091 Iteration 16Q: 3 clusters Score -120018.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -120021.531250 Penalty: 750.306091 Iteration 17Q: 3 clusters Score -120021.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -120023.281250 Penalty: 750.306091 Iteration 18Q: 3 clusters Score -120023.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -120025.523438 Penalty: 750.306091 Iteration 19Q: 3 clusters Score -120025.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -120027.156250 Penalty: 750.306091 Iteration 20F: 3 clusters Score -120027.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -120029.914062 Penalty: 750.306091 Iteration 21Q: 3 clusters Score -120029.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -120034.335938 Penalty: 750.306091 Iteration 22Q: 3 clusters Score -120034.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -120036.789062 Penalty: 750.306091 Iteration 23Q: 3 clusters Score -120036.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -120037.203125 Penalty: 750.306091 Iteration 24Q: 3 clusters Score -120037.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -120037.429688 Penalty: 750.306091 Iteration 25Q: 3 clusters Score -120037.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -120038.359375 Penalty: 750.306091 Iteration 26Q: 3 clusters Score -120038.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -120038.656250 Penalty: 750.306091 Iteration 27Q: 3 clusters Score -120038.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -120038.703125 Penalty: 750.306091 Iteration 28Q: 3 clusters Score -120038.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3380 members Entering Unmasked Estep Score: -120038.812500 Penalty: 750.306091 Iteration 29Q: 3 clusters Score -120038.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -120038.984375 Penalty: 750.306091 Iteration 30Q: 3 clusters Score -120039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 3381 members Entering Unmasked Estep Score: -120038.984375 Penalty: 750.306091 Iteration 31F: 3 clusters Score -120039 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3518 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Entering Unmasked Estep Score: -105717.000000 Penalty: 371.536957 Iteration 0F: 2 clusters Score -105717 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -103313.507812 Penalty: 743.073914 Iteration 0F: 3 clusters Score -103313.5 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -104121.398438 Penalty: 743.073914 Iteration 1F: 3 clusters Score -104121.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -104202.781250 Penalty: 743.073914 Iteration 2F: 3 clusters Score -104202.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -104276.132812 Penalty: 743.073914 Iteration 3Q: 3 clusters Score -104276.1 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -104347.335938 Penalty: 743.073914 Iteration 4Q: 3 clusters Score -104347.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -104429.351562 Penalty: 743.073914 Iteration 5Q: 3 clusters Score -104429.4 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -104540.523438 Penalty: 743.073914 Iteration 6Q: 3 clusters Score -104540.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -104687.531250 Penalty: 743.073914 Iteration 7F: 3 clusters Score -104687.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -104838.921875 Penalty: 743.073914 Iteration 8F: 3 clusters Score -104838.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -104933.781250 Penalty: 743.073914 Iteration 9Q: 3 clusters Score -104933.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -104983.789062 Penalty: 743.073914 Iteration 10Q: 3 clusters Score -104983.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -105013.078125 Penalty: 743.073914 Iteration 11Q: 3 clusters Score -105013.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2633 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -105035.515625 Penalty: 743.073914 Iteration 12Q: 3 clusters Score -105035.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -105059.742188 Penalty: 743.073914 Iteration 13Q: 3 clusters Score -105059.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -105083.546875 Penalty: 743.073914 Iteration 14Q: 3 clusters Score -105083.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -105113.781250 Penalty: 743.073914 Iteration 15Q: 3 clusters Score -105113.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2817 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -105143.335938 Penalty: 743.073914 Iteration 16Q: 3 clusters Score -105143.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -105171.476562 Penalty: 743.073914 Iteration 17Q: 3 clusters Score -105171.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -105197.070312 Penalty: 743.073914 Iteration 18Q: 3 clusters Score -105197.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -105223.226562 Penalty: 743.073914 Iteration 19Q: 3 clusters Score -105223.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3001 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -105247.140625 Penalty: 743.073914 Iteration 20F: 3 clusters Score -105247.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -105265.171875 Penalty: 743.073914 Iteration 21Q: 3 clusters Score -105265.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -105278.421875 Penalty: 743.073914 Iteration 22Q: 3 clusters Score -105278.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3086 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -105286.687500 Penalty: 743.073914 Iteration 23Q: 3 clusters Score -105286.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -105290.960938 Penalty: 743.073914 Iteration 24Q: 3 clusters Score -105291 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3112 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -105297.453125 Penalty: 743.073914 Iteration 25Q: 3 clusters Score -105297.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -105306.148438 Penalty: 743.073914 Iteration 26Q: 3 clusters Score -105306.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -105313.468750 Penalty: 743.073914 Iteration 27Q: 3 clusters Score -105313.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -105316.625000 Penalty: 743.073914 Iteration 28Q: 3 clusters Score -105316.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3159 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -105321.062500 Penalty: 743.073914 Iteration 29Q: 3 clusters Score -105321.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -105325.203125 Penalty: 743.073914 Iteration 30Q: 3 clusters Score -105325.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -105329.289062 Penalty: 743.073914 Iteration 31Q: 3 clusters Score -105329.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -105332.265625 Penalty: 743.073914 Iteration 32Q: 3 clusters Score -105332.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3193 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -105333.414062 Penalty: 743.073914 Iteration 33Q: 3 clusters Score -105333.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -105333.609375 Penalty: 743.073914 Iteration 34Q: 3 clusters Score -105333.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -105333.609375 Penalty: 743.073914 Iteration 35F: 3 clusters Score -105333.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Entering Unmasked Estep Score: -44895.527344 Penalty: 336.168915 Iteration 0F: 2 clusters Score -44895.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -43692.308594 Penalty: 672.337830 Iteration 0F: 3 clusters Score -43692.31 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -44096.371094 Penalty: 672.337830 Iteration 1F: 3 clusters Score -44096.37 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -44145.156250 Penalty: 672.337830 Iteration 2F: 3 clusters Score -44145.16 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -44179.875000 Penalty: 672.337830 Iteration 3Q: 3 clusters Score -44179.88 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -44212.351562 Penalty: 672.337830 Iteration 4Q: 3 clusters Score -44212.35 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -44240.695312 Penalty: 672.337830 Iteration 5Q: 3 clusters Score -44240.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -44271.984375 Penalty: 672.337830 Iteration 6Q: 3 clusters Score -44271.98 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -44317.570312 Penalty: 672.337830 Iteration 7Q: 3 clusters Score -44317.57 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -44349.710938 Penalty: 672.337830 Iteration 8Q: 3 clusters Score -44349.71 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -44385.367188 Penalty: 672.337830 Iteration 9Q: 3 clusters Score -44385.37 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -44407.328125 Penalty: 672.337830 Iteration 10Q: 3 clusters Score -44407.33 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -44434.410156 Penalty: 672.337830 Iteration 11Q: 3 clusters Score -44434.41 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -44454.203125 Penalty: 672.337830 Iteration 12Q: 3 clusters Score -44454.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -44474.402344 Penalty: 672.337830 Iteration 13Q: 3 clusters Score -44474.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -44499.339844 Penalty: 672.337830 Iteration 14Q: 3 clusters Score -44499.34 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -44522.582031 Penalty: 672.337830 Iteration 15Q: 3 clusters Score -44522.58 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -44551.472656 Penalty: 672.337830 Iteration 16Q: 3 clusters Score -44551.47 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -44579.347656 Penalty: 672.337830 Iteration 17Q: 3 clusters Score -44579.35 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -44604.277344 Penalty: 672.337830 Iteration 18Q: 3 clusters Score -44604.28 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -44632.011719 Penalty: 672.337830 Iteration 19Q: 3 clusters Score -44632.01 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -44666.257812 Penalty: 672.337830 Iteration 20F: 3 clusters Score -44666.26 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -44691.750000 Penalty: 672.337830 Iteration 21Q: 3 clusters Score -44691.75 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -44712.394531 Penalty: 672.337830 Iteration 22Q: 3 clusters Score -44712.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -44725.121094 Penalty: 672.337830 Iteration 23Q: 3 clusters Score -44725.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -44732.617188 Penalty: 672.337830 Iteration 24Q: 3 clusters Score -44732.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -44738.542969 Penalty: 672.337830 Iteration 25Q: 3 clusters Score -44738.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -44743.324219 Penalty: 672.337830 Iteration 26Q: 3 clusters Score -44743.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -44746.660156 Penalty: 672.337830 Iteration 27Q: 3 clusters Score -44746.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -44747.894531 Penalty: 672.337830 Iteration 28Q: 3 clusters Score -44747.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -44748.648438 Penalty: 672.337830 Iteration 29Q: 3 clusters Score -44748.65 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -44749.148438 Penalty: 672.337830 Iteration 30Q: 3 clusters Score -44749.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -44749.738281 Penalty: 672.337830 Iteration 31Q: 3 clusters Score -44749.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -44750.664062 Penalty: 672.337830 Iteration 32Q: 3 clusters Score -44750.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -44751.164062 Penalty: 672.337830 Iteration 33Q: 3 clusters Score -44751.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -44751.164062 Penalty: 672.337830 Iteration 34F: 3 clusters Score -44751.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Entering Unmasked Estep Score: -70403.281250 Penalty: 347.362366 Iteration 0F: 2 clusters Score -70403.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -68895.882812 Penalty: 694.724731 Iteration 0F: 3 clusters Score -68895.88 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -69371.421875 Penalty: 694.724731 Iteration 1F: 3 clusters Score -69371.42 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -69460.726562 Penalty: 694.724731 Iteration 2F: 3 clusters Score -69460.73 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -69515.882812 Penalty: 694.724731 Iteration 3F: 3 clusters Score -69515.88 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -69557.078125 Penalty: 694.724731 Iteration 4Q: 3 clusters Score -69557.08 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -69586.085938 Penalty: 694.724731 Iteration 5Q: 3 clusters Score -69586.09 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -69620.414062 Penalty: 694.724731 Iteration 6Q: 3 clusters Score -69620.41 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -69661.984375 Penalty: 694.724731 Iteration 7Q: 3 clusters Score -69661.98 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -69723.093750 Penalty: 694.724731 Iteration 8Q: 3 clusters Score -69723.09 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -69804.593750 Penalty: 694.724731 Iteration 9Q: 3 clusters Score -69804.59 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -69856.234375 Penalty: 694.724731 Iteration 10Q: 3 clusters Score -69856.23 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -69881.523438 Penalty: 694.724731 Iteration 11Q: 3 clusters Score -69881.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -69899.023438 Penalty: 694.724731 Iteration 12Q: 3 clusters Score -69899.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -69914.710938 Penalty: 694.724731 Iteration 13Q: 3 clusters Score -69914.71 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -69933.265625 Penalty: 694.724731 Iteration 14Q: 3 clusters Score -69933.27 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -69948.976562 Penalty: 694.724731 Iteration 15Q: 3 clusters Score -69948.98 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -69961.078125 Penalty: 694.724731 Iteration 16Q: 3 clusters Score -69961.08 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -69967.648438 Penalty: 694.724731 Iteration 17Q: 3 clusters Score -69967.65 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -69971.968750 Penalty: 694.724731 Iteration 18Q: 3 clusters Score -69971.97 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -69975.390625 Penalty: 694.724731 Iteration 19Q: 3 clusters Score -69975.39 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -69978.515625 Penalty: 694.724731 Iteration 20F: 3 clusters Score -69978.52 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -69981.359375 Penalty: 694.724731 Iteration 21Q: 3 clusters Score -69981.36 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -69984.710938 Penalty: 694.724731 Iteration 22Q: 3 clusters Score -69984.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -69987.164062 Penalty: 694.724731 Iteration 23Q: 3 clusters Score -69987.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -69990.562500 Penalty: 694.724731 Iteration 24Q: 3 clusters Score -69990.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -69994.609375 Penalty: 694.724731 Iteration 25Q: 3 clusters Score -69994.61 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -69998.695312 Penalty: 694.724731 Iteration 26Q: 3 clusters Score -69998.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -70001.843750 Penalty: 694.724731 Iteration 27Q: 3 clusters Score -70001.84 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -70005.617188 Penalty: 694.724731 Iteration 28Q: 3 clusters Score -70005.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -70008.070312 Penalty: 694.724731 Iteration 29Q: 3 clusters Score -70008.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -70009.484375 Penalty: 694.724731 Iteration 30Q: 3 clusters Score -70009.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -70009.742188 Penalty: 694.724731 Iteration 31Q: 3 clusters Score -70009.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -70009.890625 Penalty: 694.724731 Iteration 32Q: 3 clusters Score -70009.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -70009.890625 Penalty: 694.724731 Iteration 33F: 3 clusters Score -70009.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1710 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Entering Unmasked Estep Score: -53273.785156 Penalty: 338.713318 Iteration 0F: 2 clusters Score -53273.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -51963.871094 Penalty: 677.426636 Iteration 0F: 3 clusters Score -51963.87 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -52413.816406 Penalty: 677.426636 Iteration 1F: 3 clusters Score -52413.82 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -52486.636719 Penalty: 677.426636 Iteration 2F: 3 clusters Score -52486.64 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -52571.613281 Penalty: 677.426636 Iteration 3F: 3 clusters Score -52571.61 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -52674.906250 Penalty: 677.426636 Iteration 4F: 3 clusters Score -52674.91 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -52768.437500 Penalty: 677.426636 Iteration 5F: 3 clusters Score -52768.44 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -52831.492188 Penalty: 677.426636 Iteration 6F: 3 clusters Score -52831.49 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -52876.277344 Penalty: 677.426636 Iteration 7Q: 3 clusters Score -52876.28 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -52901.234375 Penalty: 677.426636 Iteration 8Q: 3 clusters Score -52901.23 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -52910.015625 Penalty: 677.426636 Iteration 9Q: 3 clusters Score -52910.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -52916.546875 Penalty: 677.426636 Iteration 10Q: 3 clusters Score -52916.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -52921.601562 Penalty: 677.426636 Iteration 11Q: 3 clusters Score -52921.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -52924.550781 Penalty: 677.426636 Iteration 12Q: 3 clusters Score -52924.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -52928.199219 Penalty: 677.426636 Iteration 13Q: 3 clusters Score -52928.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -52934.312500 Penalty: 677.426636 Iteration 14Q: 3 clusters Score -52934.31 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -52940.320312 Penalty: 677.426636 Iteration 15Q: 3 clusters Score -52940.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -52949.261719 Penalty: 677.426636 Iteration 16Q: 3 clusters Score -52949.26 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -52959.363281 Penalty: 677.426636 Iteration 17Q: 3 clusters Score -52959.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -52974.863281 Penalty: 677.426636 Iteration 18Q: 3 clusters Score -52974.86 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -52991.582031 Penalty: 677.426636 Iteration 19Q: 3 clusters Score -52991.58 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -53002.847656 Penalty: 677.426636 Iteration 20F: 3 clusters Score -53002.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -53011.191406 Penalty: 677.426636 Iteration 21Q: 3 clusters Score -53011.19 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -53017.339844 Penalty: 677.426636 Iteration 22Q: 3 clusters Score -53017.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -53020.957031 Penalty: 677.426636 Iteration 23Q: 3 clusters Score -53020.96 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -53024.601562 Penalty: 677.426636 Iteration 24Q: 3 clusters Score -53024.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -53027.546875 Penalty: 677.426636 Iteration 25Q: 3 clusters Score -53027.55 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -53028.718750 Penalty: 677.426636 Iteration 26Q: 3 clusters Score -53028.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -53029.496094 Penalty: 677.426636 Iteration 27Q: 3 clusters Score -53029.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -53029.496094 Penalty: 677.426636 Iteration 28F: 3 clusters Score -53029.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6149 members Mstep: Class 4 contains 41922 members Mstep: Class 5 contains 4596 members Mstep: Class 6 contains 973 members Mstep: Class 7 contains 391 members Mstep: Class 8 contains 9935 members Mstep: Class 10 contains 390 members Mstep: Class 11 contains 574 members Mstep: Class 13 contains 3809 members Mstep: Class 14 contains 3518 members Mstep: Class 16 contains 1617 members Mstep: Class 17 contains 2068 members Mstep: Class 18 contains 1710 members Entering Unmasked Estep ConsiderDeletion Score: -2379420.250000 Penalty: 6660.331543 Iteration 39Q: 14 clusters Score -2379420 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6229 members Mstep: Class 4 contains 41881 members Mstep: Class 5 contains 4483 members Mstep: Class 6 contains 956 members Mstep: Class 7 contains 381 members Mstep: Class 8 contains 10089 members Mstep: Class 10 contains 371 members Mstep: Class 11 contains 576 members Mstep: Class 13 contains 3828 members Mstep: Class 14 contains 3481 members Mstep: Class 16 contains 1615 members Mstep: Class 17 contains 2055 members Mstep: Class 18 contains 1707 members Entering Unmasked Estep ConsiderDeletion Score: -2379561.500000 Penalty: 6660.331543 Iteration 40F: 14 clusters Score -2379562 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6288 members Mstep: Class 4 contains 41849 members Mstep: Class 5 contains 4317 members Mstep: Class 6 contains 893 members Mstep: Class 7 contains 376 members Mstep: Class 8 contains 10268 members Mstep: Class 10 contains 361 members Mstep: Class 11 contains 581 members Mstep: Class 13 contains 3843 members Mstep: Class 14 contains 3474 members Mstep: Class 16 contains 1610 members Mstep: Class 17 contains 2037 members Mstep: Class 18 contains 1755 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 504.740112 but Gain 512.333496 Score: -2379686.250000 Penalty: 6147.998047 Iteration 41Q: 13 clusters Score -2379686 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6344 members Mstep: Class 4 contains 41822 members Mstep: Class 5 contains 4271 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 381 members Mstep: Class 8 contains 10602 members Mstep: Class 11 contains 581 members Mstep: Class 13 contains 3858 members Mstep: Class 14 contains 3463 members Mstep: Class 16 contains 1607 members Mstep: Class 17 contains 2017 members Mstep: Class 18 contains 1847 members Entering Unmasked Estep ConsiderDeletion Score: -2380242.500000 Penalty: 6147.998047 Iteration 42Q: 13 clusters Score -2380242 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6403 members Mstep: Class 4 contains 41779 members Mstep: Class 5 contains 4105 members Mstep: Class 6 contains 817 members Mstep: Class 7 contains 377 members Mstep: Class 8 contains 10795 members Mstep: Class 11 contains 582 members Mstep: Class 13 contains 3865 members Mstep: Class 14 contains 3457 members Mstep: Class 16 contains 1605 members Mstep: Class 17 contains 2014 members Mstep: Class 18 contains 1853 members Entering Unmasked Estep ConsiderDeletion Score: -2380355.250000 Penalty: 6147.998047 Iteration 43Q: 13 clusters Score -2380355 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6467 members Mstep: Class 4 contains 41749 members Mstep: Class 5 contains 3939 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 375 members Mstep: Class 8 contains 10985 members Mstep: Class 11 contains 584 members Mstep: Class 13 contains 3876 members Mstep: Class 14 contains 3443 members Mstep: Class 16 contains 1600 members Mstep: Class 17 contains 1996 members Mstep: Class 18 contains 1856 members Entering Unmasked Estep ConsiderDeletion Score: -2380445.250000 Penalty: 6147.998047 Iteration 44Q: 13 clusters Score -2380445 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6533 members Mstep: Class 4 contains 41712 members Mstep: Class 5 contains 3786 members Mstep: Class 6 contains 757 members Mstep: Class 7 contains 368 members Mstep: Class 8 contains 11166 members Mstep: Class 11 contains 588 members Mstep: Class 13 contains 3885 members Mstep: Class 14 contains 3424 members Mstep: Class 16 contains 1600 members Mstep: Class 17 contains 1985 members Mstep: Class 18 contains 1848 members Entering Unmasked Estep ConsiderDeletion Score: -2380550.250000 Penalty: 6147.998047 Iteration 45Q: 13 clusters Score -2380550 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6606 members Mstep: Class 4 contains 41684 members Mstep: Class 5 contains 3620 members Mstep: Class 6 contains 740 members Mstep: Class 7 contains 363 members Mstep: Class 8 contains 11355 members Mstep: Class 11 contains 591 members Mstep: Class 13 contains 3893 members Mstep: Class 14 contains 3401 members Mstep: Class 16 contains 1602 members Mstep: Class 17 contains 1958 members Mstep: Class 18 contains 1839 members Entering Unmasked Estep ConsiderDeletion Score: -2380636.000000 Penalty: 6147.998047 Iteration 46Q: 13 clusters Score -2380636 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6683 members Mstep: Class 4 contains 41657 members Mstep: Class 5 contains 3431 members Mstep: Class 6 contains 719 members Mstep: Class 7 contains 357 members Mstep: Class 8 contains 11566 members Mstep: Class 11 contains 588 members Mstep: Class 13 contains 3906 members Mstep: Class 14 contains 3380 members Mstep: Class 16 contains 1602 members Mstep: Class 17 contains 1930 members Mstep: Class 18 contains 1833 members Entering Unmasked Estep ConsiderDeletion Score: -2380743.250000 Penalty: 6147.998047 Iteration 47Q: 13 clusters Score -2380743 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6746 members Mstep: Class 4 contains 41631 members Mstep: Class 5 contains 3226 members Mstep: Class 6 contains 698 members Mstep: Class 7 contains 348 members Mstep: Class 8 contains 11786 members Mstep: Class 11 contains 588 members Mstep: Class 13 contains 3918 members Mstep: Class 14 contains 3369 members Mstep: Class 16 contains 1600 members Mstep: Class 17 contains 1902 members Mstep: Class 18 contains 1840 members Entering Unmasked Estep ConsiderDeletion Score: -2380829.750000 Penalty: 6147.998047 Iteration 48Q: 13 clusters Score -2380830 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6820 members Mstep: Class 4 contains 41604 members Mstep: Class 5 contains 3031 members Mstep: Class 6 contains 676 members Mstep: Class 7 contains 335 members Mstep: Class 8 contains 12004 members Mstep: Class 11 contains 591 members Mstep: Class 13 contains 3932 members Mstep: Class 14 contains 3349 members Mstep: Class 16 contains 1603 members Mstep: Class 17 contains 1868 members Mstep: Class 18 contains 1839 members Entering Unmasked Estep ConsiderDeletion Score: -2380908.250000 Penalty: 6147.998047 Iteration 49Q: 13 clusters Score -2380908 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6892 members Mstep: Class 4 contains 41581 members Mstep: Class 5 contains 2834 members Mstep: Class 6 contains 658 members Mstep: Class 7 contains 332 members Mstep: Class 8 contains 12204 members Mstep: Class 11 contains 596 members Mstep: Class 13 contains 3944 members Mstep: Class 14 contains 3328 members Mstep: Class 16 contains 1607 members Mstep: Class 17 contains 1827 members Mstep: Class 18 contains 1849 members Entering Unmasked Estep ConsiderDeletion Score: -2381004.750000 Penalty: 6147.998047 Iteration 50Q: 13 clusters Score -2381005 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 6 members Mstep: Class 1 contains 6949 members Mstep: Class 4 contains 41549 members Mstep: Class 5 contains 2640 members Mstep: Class 6 contains 642 members Mstep: Class 7 contains 326 members Mstep: Class 8 contains 12406 members Mstep: Class 11 contains 600 members Mstep: Class 13 contains 3959 members Mstep: Class 14 contains 3315 members Mstep: Class 16 contains 1609 members Mstep: Class 17 contains 1801 members Mstep: Class 18 contains 1856 members Entering Unmasked Estep ConsiderDeletion Score: -2381095.500000 Penalty: 6147.998047 Iteration 51Q: 13 clusters Score -2381096 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 7011 members Mstep: Class 4 contains 41524 members Mstep: Class 5 contains 2426 members Mstep: Class 6 contains 625 members Mstep: Class 7 contains 320 members Mstep: Class 8 contains 12621 members Mstep: Class 11 contains 599 members Mstep: Class 13 contains 3966 members Mstep: Class 14 contains 3306 members Mstep: Class 16 contains 1610 members Mstep: Class 17 contains 1776 members Mstep: Class 18 contains 1869 members Entering Unmasked Estep ConsiderDeletion Score: -2381199.000000 Penalty: 6147.998047 Iteration 52Q: 13 clusters Score -2381199 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 1 contains 7060 members Mstep: Class 4 contains 41498 members Mstep: Class 5 contains 2228 members Mstep: Class 6 contains 607 members Mstep: Class 7 contains 317 members Mstep: Class 8 contains 12824 members Mstep: Class 11 contains 606 members Mstep: Class 13 contains 3971 members Mstep: Class 14 contains 3302 members Mstep: Class 16 contains 1609 members Mstep: Class 17 contains 1757 members Mstep: Class 18 contains 1874 members Entering Unmasked Estep ConsiderDeletion Score: -2381299.500000 Penalty: 6147.998047 Iteration 53Q: 13 clusters Score -2381300 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 7101 members Mstep: Class 4 contains 41472 members Mstep: Class 5 contains 2052 members Mstep: Class 6 contains 593 members Mstep: Class 7 contains 309 members Mstep: Class 8 contains 13005 members Mstep: Class 11 contains 606 members Mstep: Class 13 contains 3978 members Mstep: Class 14 contains 3294 members Mstep: Class 16 contains 1617 members Mstep: Class 17 contains 1744 members Mstep: Class 18 contains 1883 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 502.817535 but Gain 512.333008 Score: -2381387.250000 Penalty: 5635.665039 Iteration 54Q: 12 clusters Score -2381387 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 7135 members Mstep: Class 4 contains 41436 members Mstep: Class 5 contains 1870 members Mstep: Class 6 contains 582 members Mstep: Class 8 contains 13461 members Mstep: Class 11 contains 610 members Mstep: Class 13 contains 3986 members Mstep: Class 14 contains 3296 members Mstep: Class 16 contains 1621 members Mstep: Class 17 contains 1735 members Mstep: Class 18 contains 1922 members Entering Unmasked Estep ConsiderDeletion Score: -2381892.500000 Penalty: 5635.665039 Iteration 55Q: 12 clusters Score -2381892 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 7173 members Mstep: Class 4 contains 41406 members Mstep: Class 5 contains 1652 members Mstep: Class 6 contains 563 members Mstep: Class 8 contains 13679 members Mstep: Class 11 contains 616 members Mstep: Class 13 contains 3990 members Mstep: Class 14 contains 3299 members Mstep: Class 16 contains 1625 members Mstep: Class 17 contains 1720 members Mstep: Class 18 contains 1931 members Entering Unmasked Estep ConsiderDeletion Score: -2381996.500000 Penalty: 5635.665039 Iteration 56Q: 12 clusters Score -2381996 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 7211 members Mstep: Class 4 contains 41372 members Mstep: Class 5 contains 1461 members Mstep: Class 6 contains 546 members Mstep: Class 8 contains 13861 members Mstep: Class 11 contains 621 members Mstep: Class 13 contains 3997 members Mstep: Class 14 contains 3303 members Mstep: Class 16 contains 1626 members Mstep: Class 17 contains 1711 members Mstep: Class 18 contains 1945 members Entering Unmasked Estep ConsiderDeletion Score: -2382105.750000 Penalty: 5635.665039 Iteration 57Q: 12 clusters Score -2382106 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 7250 members Mstep: Class 4 contains 41341 members Mstep: Class 5 contains 1307 members Mstep: Class 6 contains 530 members Mstep: Class 8 contains 14022 members Mstep: Class 11 contains 625 members Mstep: Class 13 contains 4010 members Mstep: Class 14 contains 3300 members Mstep: Class 16 contains 1626 members Mstep: Class 17 contains 1698 members Mstep: Class 18 contains 1945 members Entering Unmasked Estep ConsiderDeletion Score: -2382202.000000 Penalty: 5635.665039 Iteration 58Q: 12 clusters Score -2382202 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 7285 members Mstep: Class 4 contains 41305 members Mstep: Class 5 contains 1161 members Mstep: Class 6 contains 518 members Mstep: Class 8 contains 14185 members Mstep: Class 11 contains 641 members Mstep: Class 13 contains 4015 members Mstep: Class 14 contains 3297 members Mstep: Class 16 contains 1622 members Mstep: Class 17 contains 1689 members Mstep: Class 18 contains 1936 members Entering Unmasked Estep ConsiderDeletion Score: -2382293.500000 Penalty: 5635.665039 Iteration 59Q: 12 clusters Score -2382294 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 7315 members Mstep: Class 4 contains 41272 members Mstep: Class 5 contains 1021 members Mstep: Class 6 contains 512 members Mstep: Class 8 contains 14343 members Mstep: Class 11 contains 649 members Mstep: Class 13 contains 4008 members Mstep: Class 14 contains 3293 members Mstep: Class 16 contains 1626 members Mstep: Class 17 contains 1696 members Mstep: Class 18 contains 1919 members Entering Unmasked Estep ConsiderDeletion Score: -2382386.250000 Penalty: 5635.665039 Iteration 60F: 12 clusters Score -2382386 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 1 contains 7342 members Mstep: Class 4 contains 41242 members Mstep: Class 5 contains 911 members Mstep: Class 6 contains 503 members Mstep: Class 8 contains 14471 members Mstep: Class 11 contains 662 members Mstep: Class 13 contains 4010 members Mstep: Class 14 contains 3289 members Mstep: Class 16 contains 1625 members Mstep: Class 17 contains 1693 members Mstep: Class 18 contains 1907 members Entering Unmasked Estep ConsiderDeletion Score: -2382455.250000 Penalty: 5635.665039 Iteration 61Q: 12 clusters Score -2382455 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 1 contains 7367 members Mstep: Class 4 contains 41221 members Mstep: Class 5 contains 828 members Mstep: Class 6 contains 484 members Mstep: Class 8 contains 14582 members Mstep: Class 11 contains 670 members Mstep: Class 13 contains 4006 members Mstep: Class 14 contains 3291 members Mstep: Class 16 contains 1628 members Mstep: Class 17 contains 1689 members Mstep: Class 18 contains 1889 members Entering Unmasked Estep ConsiderDeletion Score: -2382525.000000 Penalty: 5635.665039 Iteration 62Q: 12 clusters Score -2382525 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 1 contains 7392 members Mstep: Class 4 contains 41199 members Mstep: Class 5 contains 759 members Mstep: Class 6 contains 469 members Mstep: Class 8 contains 14674 members Mstep: Class 11 contains 680 members Mstep: Class 13 contains 4003 members Mstep: Class 14 contains 3291 members Mstep: Class 16 contains 1635 members Mstep: Class 17 contains 1680 members Mstep: Class 18 contains 1873 members Entering Unmasked Estep ConsiderDeletion Score: -2382553.000000 Penalty: 5635.665039 Iteration 63Q: 12 clusters Score -2382553 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 1 contains 7412 members Mstep: Class 4 contains 41181 members Mstep: Class 5 contains 710 members Mstep: Class 6 contains 449 members Mstep: Class 8 contains 14736 members Mstep: Class 11 contains 682 members Mstep: Class 13 contains 4000 members Mstep: Class 14 contains 3292 members Mstep: Class 16 contains 1646 members Mstep: Class 17 contains 1678 members Mstep: Class 18 contains 1869 members Entering Unmasked Estep ConsiderDeletion Score: -2382600.000000 Penalty: 5635.665039 Iteration 64Q: 12 clusters Score -2382600 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 1 contains 7440 members Mstep: Class 4 contains 41162 members Mstep: Class 5 contains 658 members Mstep: Class 6 contains 430 members Mstep: Class 8 contains 14806 members Mstep: Class 11 contains 686 members Mstep: Class 13 contains 3998 members Mstep: Class 14 contains 3291 members Mstep: Class 16 contains 1654 members Mstep: Class 17 contains 1672 members Mstep: Class 18 contains 1858 members Entering Unmasked Estep ConsiderDeletion Score: -2382638.500000 Penalty: 5635.665039 Iteration 65Q: 12 clusters Score -2382638 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7472 members Mstep: Class 4 contains 41138 members Mstep: Class 5 contains 623 members Mstep: Class 6 contains 412 members Mstep: Class 8 contains 14862 members Mstep: Class 11 contains 689 members Mstep: Class 13 contains 3995 members Mstep: Class 14 contains 3296 members Mstep: Class 16 contains 1656 members Mstep: Class 17 contains 1671 members Mstep: Class 18 contains 1842 members Entering Unmasked Estep ConsiderDeletion Score: -2382692.500000 Penalty: 5635.665039 Iteration 66Q: 12 clusters Score -2382692 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7504 members Mstep: Class 4 contains 41109 members Mstep: Class 5 contains 584 members Mstep: Class 6 contains 392 members Mstep: Class 8 contains 14916 members Mstep: Class 11 contains 693 members Mstep: Class 13 contains 3992 members Mstep: Class 14 contains 3299 members Mstep: Class 16 contains 1658 members Mstep: Class 17 contains 1674 members Mstep: Class 18 contains 1835 members Entering Unmasked Estep ConsiderDeletion Score: -2382735.250000 Penalty: 5635.665039 Iteration 67Q: 12 clusters Score -2382735 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7533 members Mstep: Class 4 contains 41075 members Mstep: Class 5 contains 548 members Mstep: Class 6 contains 378 members Mstep: Class 8 contains 14969 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3992 members Mstep: Class 14 contains 3302 members Mstep: Class 16 contains 1660 members Mstep: Class 17 contains 1679 members Mstep: Class 18 contains 1824 members Entering Unmasked Estep ConsiderDeletion Score: -2382760.500000 Penalty: 5635.665039 Iteration 68Q: 12 clusters Score -2382760 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7561 members Mstep: Class 4 contains 41049 members Mstep: Class 5 contains 519 members Mstep: Class 6 contains 366 members Mstep: Class 8 contains 15010 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3992 members Mstep: Class 14 contains 3305 members Mstep: Class 16 contains 1663 members Mstep: Class 17 contains 1680 members Mstep: Class 18 contains 1815 members Entering Unmasked Estep ConsiderDeletion Score: -2382795.500000 Penalty: 5635.665039 Iteration 69Q: 12 clusters Score -2382796 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7587 members Mstep: Class 4 contains 41020 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 351 members Mstep: Class 8 contains 15035 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3998 members Mstep: Class 14 contains 3308 members Mstep: Class 16 contains 1669 members Mstep: Class 17 contains 1683 members Mstep: Class 18 contains 1809 members Entering Unmasked Estep ConsiderDeletion Score: -2382812.000000 Penalty: 5635.665039 Iteration 70Q: 12 clusters Score -2382812 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7610 members Mstep: Class 4 contains 40997 members Mstep: Class 5 contains 480 members Mstep: Class 6 contains 338 members Mstep: Class 8 contains 15059 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3999 members Mstep: Class 14 contains 3314 members Mstep: Class 16 contains 1673 members Mstep: Class 17 contains 1684 members Mstep: Class 18 contains 1806 members Entering Unmasked Estep ConsiderDeletion Score: -2382825.500000 Penalty: 5635.665039 Iteration 71Q: 12 clusters Score -2382826 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7627 members Mstep: Class 4 contains 40973 members Mstep: Class 5 contains 458 members Mstep: Class 6 contains 320 members Mstep: Class 8 contains 15084 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 4004 members Mstep: Class 14 contains 3316 members Mstep: Class 16 contains 1675 members Mstep: Class 17 contains 1695 members Mstep: Class 18 contains 1808 members Entering Unmasked Estep ConsiderDeletion Score: -2382843.000000 Penalty: 5635.665039 Iteration 72Q: 12 clusters Score -2382843 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7645 members Mstep: Class 4 contains 40958 members Mstep: Class 5 contains 439 members Mstep: Class 6 contains 313 members Mstep: Class 8 contains 15104 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 4005 members Mstep: Class 14 contains 3321 members Mstep: Class 16 contains 1671 members Mstep: Class 17 contains 1697 members Mstep: Class 18 contains 1807 members Entering Unmasked Estep ConsiderDeletion Score: -2382869.750000 Penalty: 5635.665039 Iteration 73Q: 12 clusters Score -2382870 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7667 members Mstep: Class 4 contains 40945 members Mstep: Class 5 contains 429 members Mstep: Class 6 contains 309 members Mstep: Class 8 contains 15112 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 4001 members Mstep: Class 14 contains 3319 members Mstep: Class 16 contains 1672 members Mstep: Class 17 contains 1695 members Mstep: Class 18 contains 1811 members Entering Unmasked Estep ConsiderDeletion Score: -2382890.500000 Penalty: 5635.665039 Iteration 74Q: 12 clusters Score -2382890 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7682 members Mstep: Class 4 contains 40932 members Mstep: Class 5 contains 417 members Mstep: Class 6 contains 304 members Mstep: Class 8 contains 15127 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3996 members Mstep: Class 14 contains 3318 members Mstep: Class 16 contains 1674 members Mstep: Class 17 contains 1700 members Mstep: Class 18 contains 1810 members Entering Unmasked Estep ConsiderDeletion Score: -2382901.250000 Penalty: 5635.665039 Iteration 75Q: 12 clusters Score -2382901 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7695 members Mstep: Class 4 contains 40916 members Mstep: Class 5 contains 413 members Mstep: Class 6 contains 298 members Mstep: Class 8 contains 15134 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3997 members Mstep: Class 14 contains 3317 members Mstep: Class 16 contains 1675 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 1809 members Entering Unmasked Estep ConsiderDeletion Score: -2382901.000000 Penalty: 5635.665039 Iteration 76Q: 12 clusters Score -2382901 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7706 members Mstep: Class 4 contains 40907 members Mstep: Class 5 contains 408 members Mstep: Class 6 contains 292 members Mstep: Class 8 contains 15141 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3994 members Mstep: Class 14 contains 3317 members Mstep: Class 16 contains 1677 members Mstep: Class 17 contains 1709 members Mstep: Class 18 contains 1809 members Entering Unmasked Estep ConsiderDeletion Score: -2382901.750000 Penalty: 5635.665039 Iteration 77Q: 12 clusters Score -2382902 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7721 members Mstep: Class 4 contains 40897 members Mstep: Class 5 contains 404 members Mstep: Class 6 contains 288 members Mstep: Class 8 contains 15141 members Mstep: Class 11 contains 696 members Mstep: Class 13 contains 3994 members Mstep: Class 14 contains 3318 members Mstep: Class 16 contains 1675 members Mstep: Class 17 contains 1709 members Mstep: Class 18 contains 1813 members Entering Unmasked Estep ConsiderDeletion Score: -2382916.500000 Penalty: 5635.665039 Iteration 78Q: 12 clusters Score -2382916 nChanged 36 Entering ConstructFrom: Score: -2382916.500000 Penalty: 5635.665039 Entering ConstructFrom: Trying to split cluster 1 (7729 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7729 members Entering Unmasked Estep Score: -243461.234375 Penalty: 407.349426 Iteration 0F: 2 clusters Score -243461.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -238233.437500 Penalty: 814.698853 Iteration 0F: 3 clusters Score -238233.4 nChanged 3576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -240317.234375 Penalty: 814.698853 Iteration 1F: 3 clusters Score -240317.2 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -240575.437500 Penalty: 814.698853 Iteration 2F: 3 clusters Score -240575.4 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5406 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -240981.328125 Penalty: 814.698853 Iteration 3F: 3 clusters Score -240981.3 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -241551.890625 Penalty: 814.698853 Iteration 4F: 3 clusters Score -241551.9 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6665 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -242119.312500 Penalty: 814.698853 Iteration 5F: 3 clusters Score -242119.3 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7150 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -242589.734375 Penalty: 814.698853 Iteration 6F: 3 clusters Score -242589.7 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7425 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -242852.375000 Penalty: 814.698853 Iteration 7Q: 3 clusters Score -242852.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -242994.937500 Penalty: 814.698853 Iteration 8Q: 3 clusters Score -242994.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -243048.343750 Penalty: 814.698853 Iteration 9Q: 3 clusters Score -243048.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7634 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -243079.859375 Penalty: 814.698853 Iteration 10Q: 3 clusters Score -243079.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -243096.109375 Penalty: 814.698853 Iteration 11Q: 3 clusters Score -243096.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -243105.859375 Penalty: 814.698853 Iteration 12Q: 3 clusters Score -243105.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -243111.093750 Penalty: 814.698853 Iteration 13Q: 3 clusters Score -243111.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -243114.281250 Penalty: 814.698853 Iteration 14Q: 3 clusters Score -243114.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -243119.140625 Penalty: 814.698853 Iteration 15Q: 3 clusters Score -243119.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -243127.781250 Penalty: 814.698853 Iteration 16Q: 3 clusters Score -243127.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -243128.203125 Penalty: 814.698853 Iteration 17Q: 3 clusters Score -243128.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7660 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -243128.203125 Penalty: 814.698853 Iteration 18F: 3 clusters Score -243128.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (40892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40892 members Entering Unmasked Estep Score: -1339094.000000 Penalty: 483.150360 Iteration 0F: 2 clusters Score -1339094 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20506 members Mstep: Class 2 contains 20386 members Entering Unmasked Estep Score: -1311697.000000 Penalty: 966.300720 Iteration 0F: 3 clusters Score -1311697 nChanged 19793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21263 members Mstep: Class 2 contains 19629 members Entering Unmasked Estep Score: -1324396.125000 Penalty: 966.300720 Iteration 1F: 3 clusters Score -1324396 nChanged 2298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21841 members Mstep: Class 2 contains 19051 members Entering Unmasked Estep Score: -1325492.000000 Penalty: 966.300720 Iteration 2F: 3 clusters Score -1325492 nChanged 2389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22582 members Mstep: Class 2 contains 18310 members Entering Unmasked Estep Score: -1326681.500000 Penalty: 966.300720 Iteration 3F: 3 clusters Score -1326682 nChanged 2269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23343 members Mstep: Class 2 contains 17549 members Entering Unmasked Estep Score: -1327917.500000 Penalty: 966.300720 Iteration 4F: 3 clusters Score -1327918 nChanged 2248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24155 members Mstep: Class 2 contains 16737 members Entering Unmasked Estep Score: -1329229.375000 Penalty: 966.300720 Iteration 5F: 3 clusters Score -1329229 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24967 members Mstep: Class 2 contains 15925 members Entering Unmasked Estep Score: -1330527.500000 Penalty: 966.300720 Iteration 6F: 3 clusters Score -1330528 nChanged 1943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25672 members Mstep: Class 2 contains 15220 members Entering Unmasked Estep Score: -1331665.375000 Penalty: 966.300720 Iteration 7Q: 3 clusters Score -1331665 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26305 members Mstep: Class 2 contains 14587 members Entering Unmasked Estep Score: -1332386.500000 Penalty: 966.300720 Iteration 8Q: 3 clusters Score -1332386 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26909 members Mstep: Class 2 contains 13983 members Entering Unmasked Estep Score: -1332772.750000 Penalty: 966.300720 Iteration 9Q: 3 clusters Score -1332773 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27475 members Mstep: Class 2 contains 13417 members Entering Unmasked Estep Score: -1332974.125000 Penalty: 966.300720 Iteration 10Q: 3 clusters Score -1332974 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28065 members Mstep: Class 2 contains 12827 members Entering Unmasked Estep Score: -1333156.750000 Penalty: 966.300720 Iteration 11Q: 3 clusters Score -1333157 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28692 members Mstep: Class 2 contains 12200 members Entering Unmasked Estep Score: -1333336.125000 Penalty: 966.300720 Iteration 12Q: 3 clusters Score -1333336 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29351 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -1333526.375000 Penalty: 966.300720 Iteration 13Q: 3 clusters Score -1333526 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29998 members Mstep: Class 2 contains 10894 members Entering Unmasked Estep Score: -1333724.625000 Penalty: 966.300720 Iteration 14Q: 3 clusters Score -1333725 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30656 members Mstep: Class 2 contains 10236 members Entering Unmasked Estep Score: -1333936.750000 Penalty: 966.300720 Iteration 15Q: 3 clusters Score -1333937 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31327 members Mstep: Class 2 contains 9565 members Entering Unmasked Estep Score: -1334182.625000 Penalty: 966.300720 Iteration 16Q: 3 clusters Score -1334183 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32023 members Mstep: Class 2 contains 8869 members Entering Unmasked Estep Score: -1334442.250000 Penalty: 966.300720 Iteration 17Q: 3 clusters Score -1334442 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32749 members Mstep: Class 2 contains 8143 members Entering Unmasked Estep Score: -1334746.125000 Penalty: 966.300720 Iteration 18Q: 3 clusters Score -1334746 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33471 members Mstep: Class 2 contains 7421 members Entering Unmasked Estep Score: -1335078.250000 Penalty: 966.300720 Iteration 19Q: 3 clusters Score -1335078 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34217 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -1335442.625000 Penalty: 966.300720 Iteration 20F: 3 clusters Score -1335443 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34941 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -1335817.250000 Penalty: 966.300720 Iteration 21Q: 3 clusters Score -1335817 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35632 members Mstep: Class 2 contains 5260 members Entering Unmasked Estep Score: -1336190.875000 Penalty: 966.300720 Iteration 22Q: 3 clusters Score -1336191 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36284 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1336590.125000 Penalty: 966.300720 Iteration 23Q: 3 clusters Score -1336590 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36922 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -1336999.000000 Penalty: 966.300720 Iteration 24Q: 3 clusters Score -1336999 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37513 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1337359.000000 Penalty: 966.300720 Iteration 25Q: 3 clusters Score -1337359 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38013 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -1337641.375000 Penalty: 966.300720 Iteration 26Q: 3 clusters Score -1337641 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38495 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -1337908.750000 Penalty: 966.300720 Iteration 27Q: 3 clusters Score -1337909 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38891 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -1338149.875000 Penalty: 966.300720 Iteration 28Q: 3 clusters Score -1338150 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39238 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -1338367.500000 Penalty: 966.300720 Iteration 29Q: 3 clusters Score -1338368 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39553 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -1338584.375000 Penalty: 966.300720 Iteration 30Q: 3 clusters Score -1338584 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39795 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -1338758.000000 Penalty: 966.300720 Iteration 31Q: 3 clusters Score -1338758 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39976 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1338896.750000 Penalty: 966.300720 Iteration 32Q: 3 clusters Score -1338897 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40104 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -1339007.375000 Penalty: 966.300720 Iteration 33Q: 3 clusters Score -1339007 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40212 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1339096.000000 Penalty: 966.300720 Iteration 34Q: 3 clusters Score -1339096 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40288 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1339152.000000 Penalty: 966.300720 Iteration 35Q: 3 clusters Score -1339152 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40330 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -1339178.750000 Penalty: 966.300720 Iteration 36Q: 3 clusters Score -1339179 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40351 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1339192.125000 Penalty: 966.300720 Iteration 37Q: 3 clusters Score -1339192 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40370 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -1339195.125000 Penalty: 966.300720 Iteration 38Q: 3 clusters Score -1339195 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40383 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1339200.500000 Penalty: 966.300720 Iteration 39Q: 3 clusters Score -1339200 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40386 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -1339209.000000 Penalty: 966.300720 Iteration 40F: 3 clusters Score -1339209 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40381 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1339213.000000 Penalty: 966.300720 Iteration 41Q: 3 clusters Score -1339213 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40376 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -1339216.750000 Penalty: 966.300720 Iteration 42Q: 3 clusters Score -1339217 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40373 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1339218.500000 Penalty: 966.300720 Iteration 43Q: 3 clusters Score -1339218 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40371 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -1339218.500000 Penalty: 966.300720 Iteration 44Q: 3 clusters Score -1339218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40367 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1339223.000000 Penalty: 966.300720 Iteration 45Q: 3 clusters Score -1339223 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40362 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -1339224.875000 Penalty: 966.300720 Iteration 46Q: 3 clusters Score -1339225 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40361 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1339225.250000 Penalty: 966.300720 Iteration 47Q: 3 clusters Score -1339225 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40363 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1339225.625000 Penalty: 966.300720 Iteration 48Q: 3 clusters Score -1339226 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40367 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1339228.125000 Penalty: 966.300720 Iteration 49Q: 3 clusters Score -1339228 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40367 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1339227.250000 Penalty: 966.300720 Iteration 50Q: 3 clusters Score -1339227 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40367 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1339227.250000 Penalty: 966.300720 Iteration 51F: 3 clusters Score -1339227 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7729 members Mstep: Class 2 contains 525 members Mstep: Class 4 contains 40367 members Mstep: Class 5 contains 400 members Mstep: Class 6 contains 283 members Mstep: Class 8 contains 15144 members Mstep: Class 11 contains 697 members Mstep: Class 13 contains 3994 members Mstep: Class 14 contains 3320 members Mstep: Class 16 contains 1675 members Mstep: Class 17 contains 1707 members Mstep: Class 18 contains 1815 members Entering Unmasked Estep Score: -2383013.250000 Penalty: 6147.998047 Splitting cluster 4 changes total score from -2382916.500000 to -2383013.250000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 5 (400 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Entering Unmasked Estep Score: -13105.808594 Penalty: 272.611633 Iteration 0F: 2 clusters Score -13105.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12681.615234 Penalty: 545.223267 Iteration 0F: 3 clusters Score -12681.62 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -12769.031250 Penalty: 545.223267 Iteration 1F: 3 clusters Score -12769.03 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -12797.901367 Penalty: 545.223267 Iteration 2F: 3 clusters Score -12797.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12823.383789 Penalty: 545.223267 Iteration 3F: 3 clusters Score -12823.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -12844.055664 Penalty: 545.223267 Iteration 4Q: 3 clusters Score -12844.06 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -12863.307617 Penalty: 545.223267 Iteration 5Q: 3 clusters Score -12863.31 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -12878.324219 Penalty: 545.223267 Iteration 6Q: 3 clusters Score -12878.32 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -12895.211914 Penalty: 545.223267 Iteration 7Q: 3 clusters Score -12895.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -12909.413086 Penalty: 545.223267 Iteration 8Q: 3 clusters Score -12909.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -12916.923828 Penalty: 545.223267 Iteration 9Q: 3 clusters Score -12916.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -12918.507812 Penalty: 545.223267 Iteration 10Q: 3 clusters Score -12918.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -12924.052734 Penalty: 545.223267 Iteration 11Q: 3 clusters Score -12924.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -12928.490234 Penalty: 545.223267 Iteration 12Q: 3 clusters Score -12928.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -12930.479492 Penalty: 545.223267 Iteration 13Q: 3 clusters Score -12930.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -12932.101562 Penalty: 545.223267 Iteration 14Q: 3 clusters Score -12932.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -12933.081055 Penalty: 545.223267 Iteration 15Q: 3 clusters Score -12933.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -12933.661133 Penalty: 545.223267 Iteration 16Q: 3 clusters Score -12933.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -12934.524414 Penalty: 545.223267 Iteration 17Q: 3 clusters Score -12934.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -12935.437500 Penalty: 545.223267 Iteration 18Q: 3 clusters Score -12935.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -12936.110352 Penalty: 545.223267 Iteration 19Q: 3 clusters Score -12936.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -12938.364258 Penalty: 545.223267 Iteration 20F: 3 clusters Score -12938.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -12944.345703 Penalty: 545.223267 Iteration 21Q: 3 clusters Score -12944.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -12949.060547 Penalty: 545.223267 Iteration 22Q: 3 clusters Score -12949.06 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -12952.140625 Penalty: 545.223267 Iteration 23Q: 3 clusters Score -12952.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -12953.770508 Penalty: 545.223267 Iteration 24Q: 3 clusters Score -12953.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -12956.974609 Penalty: 545.223267 Iteration 25Q: 3 clusters Score -12956.97 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -12958.183594 Penalty: 545.223267 Iteration 26Q: 3 clusters Score -12958.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -12958.889648 Penalty: 545.223267 Iteration 27Q: 3 clusters Score -12958.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -12958.889648 Penalty: 545.223267 Iteration 28F: 3 clusters Score -12958.89 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Entering Unmasked Estep Score: -6398.237793 Penalty: 256.867828 Iteration 0F: 2 clusters Score -6398.238 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -6056.551270 Penalty: 513.735657 Iteration 0F: 3 clusters Score -6056.551 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -6159.892090 Penalty: 513.735657 Iteration 1F: 3 clusters Score -6159.892 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -6179.092285 Penalty: 513.735657 Iteration 2Q: 3 clusters Score -6179.092 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -6187.736328 Penalty: 513.735657 Iteration 3Q: 3 clusters Score -6187.736 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -6193.895996 Penalty: 513.735657 Iteration 4Q: 3 clusters Score -6193.896 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -6201.591797 Penalty: 513.735657 Iteration 5Q: 3 clusters Score -6201.592 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -6217.897461 Penalty: 513.735657 Iteration 6Q: 3 clusters Score -6217.897 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -6241.690430 Penalty: 513.735657 Iteration 7Q: 3 clusters Score -6241.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -6252.354004 Penalty: 513.735657 Iteration 8Q: 3 clusters Score -6252.354 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -6260.651367 Penalty: 513.735657 Iteration 9Q: 3 clusters Score -6260.651 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -6272.626953 Penalty: 513.735657 Iteration 10Q: 3 clusters Score -6272.627 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -6286.526855 Penalty: 513.735657 Iteration 11Q: 3 clusters Score -6286.527 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -6298.791016 Penalty: 513.735657 Iteration 12Q: 3 clusters Score -6298.791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -6306.164062 Penalty: 513.735657 Iteration 13Q: 3 clusters Score -6306.164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -6307.242188 Penalty: 513.735657 Iteration 14Q: 3 clusters Score -6307.242 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -6308.580566 Penalty: 513.735657 Iteration 15Q: 3 clusters Score -6308.581 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -6311.381836 Penalty: 513.735657 Iteration 16Q: 3 clusters Score -6311.382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -6312.027832 Penalty: 513.735657 Iteration 17Q: 3 clusters Score -6312.028 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -6312.027832 Penalty: 513.735657 Iteration 18F: 3 clusters Score -6312.028 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15144 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15144 members Entering Unmasked Estep Score: -492063.343750 Penalty: 437.953857 Iteration 0F: 2 clusters Score -492063.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -481959.187500 Penalty: 875.907715 Iteration 0F: 3 clusters Score -481959.2 nChanged 7222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -486543.062500 Penalty: 875.907715 Iteration 1F: 3 clusters Score -486543.1 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 6940 members Entering Unmasked Estep Score: -487252.250000 Penalty: 875.907715 Iteration 2F: 3 clusters Score -487252.2 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8548 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -488142.406250 Penalty: 875.907715 Iteration 3F: 3 clusters Score -488142.4 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8929 members Mstep: Class 2 contains 6215 members Entering Unmasked Estep Score: -488999.843750 Penalty: 875.907715 Iteration 4F: 3 clusters Score -488999.8 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9210 members Mstep: Class 2 contains 5934 members Entering Unmasked Estep Score: -489496.250000 Penalty: 875.907715 Iteration 5F: 3 clusters Score -489496.2 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9439 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -489695.750000 Penalty: 875.907715 Iteration 6Q: 3 clusters Score -489695.8 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9639 members Mstep: Class 2 contains 5505 members Entering Unmasked Estep Score: -489778.625000 Penalty: 875.907715 Iteration 7Q: 3 clusters Score -489778.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9838 members Mstep: Class 2 contains 5306 members Entering Unmasked Estep Score: -489840.656250 Penalty: 875.907715 Iteration 8Q: 3 clusters Score -489840.7 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -489916.906250 Penalty: 875.907715 Iteration 9Q: 3 clusters Score -489916.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10328 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -490008.625000 Penalty: 875.907715 Iteration 10Q: 3 clusters Score -490008.6 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10596 members Mstep: Class 2 contains 4548 members Entering Unmasked Estep Score: -490096.250000 Penalty: 875.907715 Iteration 11Q: 3 clusters Score -490096.2 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10854 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -490180.750000 Penalty: 875.907715 Iteration 12Q: 3 clusters Score -490180.8 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -490261.500000 Penalty: 875.907715 Iteration 13Q: 3 clusters Score -490261.5 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11346 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -490352.656250 Penalty: 875.907715 Iteration 14Q: 3 clusters Score -490352.7 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11592 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -490446.125000 Penalty: 875.907715 Iteration 15Q: 3 clusters Score -490446.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11849 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -490550.937500 Penalty: 875.907715 Iteration 16Q: 3 clusters Score -490550.9 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -490642.406250 Penalty: 875.907715 Iteration 17Q: 3 clusters Score -490642.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12318 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -490725.406250 Penalty: 875.907715 Iteration 18Q: 3 clusters Score -490725.4 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -490803.250000 Penalty: 875.907715 Iteration 19Q: 3 clusters Score -490803.2 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -490889.406250 Penalty: 875.907715 Iteration 20F: 3 clusters Score -490889.4 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12911 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -490980.531250 Penalty: 875.907715 Iteration 21Q: 3 clusters Score -490980.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13081 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -491065.875000 Penalty: 875.907715 Iteration 22Q: 3 clusters Score -491065.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13234 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -491138.000000 Penalty: 875.907715 Iteration 23Q: 3 clusters Score -491138 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13373 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -491198.437500 Penalty: 875.907715 Iteration 24Q: 3 clusters Score -491198.4 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13478 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -491242.843750 Penalty: 875.907715 Iteration 25Q: 3 clusters Score -491242.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13582 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -491280.250000 Penalty: 875.907715 Iteration 26Q: 3 clusters Score -491280.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13671 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -491314.968750 Penalty: 875.907715 Iteration 27Q: 3 clusters Score -491315 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13756 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -491352.375000 Penalty: 875.907715 Iteration 28Q: 3 clusters Score -491352.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13839 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -491389.781250 Penalty: 875.907715 Iteration 29Q: 3 clusters Score -491389.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13908 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -491415.062500 Penalty: 875.907715 Iteration 30Q: 3 clusters Score -491415.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13970 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -491434.781250 Penalty: 875.907715 Iteration 31Q: 3 clusters Score -491434.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14032 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -491460.406250 Penalty: 875.907715 Iteration 32Q: 3 clusters Score -491460.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14097 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -491486.250000 Penalty: 875.907715 Iteration 33Q: 3 clusters Score -491486.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14169 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -491517.125000 Penalty: 875.907715 Iteration 34Q: 3 clusters Score -491517.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14227 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -491536.437500 Penalty: 875.907715 Iteration 35Q: 3 clusters Score -491536.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -491551.000000 Penalty: 875.907715 Iteration 36Q: 3 clusters Score -491551 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14299 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -491560.750000 Penalty: 875.907715 Iteration 37Q: 3 clusters Score -491560.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14315 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -491563.500000 Penalty: 875.907715 Iteration 38Q: 3 clusters Score -491563.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14329 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -491565.375000 Penalty: 875.907715 Iteration 39Q: 3 clusters Score -491565.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14344 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -491568.281250 Penalty: 875.907715 Iteration 40F: 3 clusters Score -491568.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14351 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -491567.750000 Penalty: 875.907715 Iteration 41Q: 3 clusters Score -491567.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14360 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -491570.906250 Penalty: 875.907715 Iteration 42Q: 3 clusters Score -491570.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14372 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -491573.906250 Penalty: 875.907715 Iteration 43Q: 3 clusters Score -491573.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14385 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -491575.781250 Penalty: 875.907715 Iteration 44Q: 3 clusters Score -491575.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14395 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -491577.093750 Penalty: 875.907715 Iteration 45Q: 3 clusters Score -491577.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14404 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -491577.687500 Penalty: 875.907715 Iteration 46Q: 3 clusters Score -491577.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14410 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -491579.156250 Penalty: 875.907715 Iteration 47Q: 3 clusters Score -491579.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14417 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -491581.656250 Penalty: 875.907715 Iteration 48Q: 3 clusters Score -491581.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14425 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -491584.468750 Penalty: 875.907715 Iteration 49Q: 3 clusters Score -491584.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14436 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -491587.781250 Penalty: 875.907715 Iteration 50Q: 3 clusters Score -491587.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14446 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -491590.062500 Penalty: 875.907715 Iteration 51Q: 3 clusters Score -491590.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -491594.906250 Penalty: 875.907715 Iteration 52Q: 3 clusters Score -491594.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14471 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -491596.875000 Penalty: 875.907715 Iteration 53Q: 3 clusters Score -491596.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14478 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -491598.656250 Penalty: 875.907715 Iteration 54Q: 3 clusters Score -491598.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14490 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -491601.281250 Penalty: 875.907715 Iteration 55Q: 3 clusters Score -491601.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14502 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -491604.000000 Penalty: 875.907715 Iteration 56Q: 3 clusters Score -491604 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -491606.687500 Penalty: 875.907715 Iteration 57Q: 3 clusters Score -491606.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14519 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -491609.437500 Penalty: 875.907715 Iteration 58Q: 3 clusters Score -491609.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14524 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -491611.093750 Penalty: 875.907715 Iteration 59Q: 3 clusters Score -491611.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -491612.906250 Penalty: 875.907715 Iteration 60F: 3 clusters Score -491612.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14536 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -491612.625000 Penalty: 875.907715 Iteration 61Q: 3 clusters Score -491612.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14539 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -491614.781250 Penalty: 875.907715 Iteration 62Q: 3 clusters Score -491614.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14543 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -491616.343750 Penalty: 875.907715 Iteration 63Q: 3 clusters Score -491616.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14552 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -491617.843750 Penalty: 875.907715 Iteration 64Q: 3 clusters Score -491617.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -491620.718750 Penalty: 875.907715 Iteration 65Q: 3 clusters Score -491620.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14576 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -491626.062500 Penalty: 875.907715 Iteration 66Q: 3 clusters Score -491626.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14587 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -491629.000000 Penalty: 875.907715 Iteration 67Q: 3 clusters Score -491629 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14594 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -491631.218750 Penalty: 875.907715 Iteration 68Q: 3 clusters Score -491631.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14602 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -491633.093750 Penalty: 875.907715 Iteration 69Q: 3 clusters Score -491633.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14610 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -491634.343750 Penalty: 875.907715 Iteration 70Q: 3 clusters Score -491634.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -491635.218750 Penalty: 875.907715 Iteration 71Q: 3 clusters Score -491635.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14617 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -491635.281250 Penalty: 875.907715 Iteration 72Q: 3 clusters Score -491635.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14620 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -491635.718750 Penalty: 875.907715 Iteration 73Q: 3 clusters Score -491635.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14625 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -491636.343750 Penalty: 875.907715 Iteration 74Q: 3 clusters Score -491636.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14629 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -491636.812500 Penalty: 875.907715 Iteration 75Q: 3 clusters Score -491636.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14631 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -491637.281250 Penalty: 875.907715 Iteration 76Q: 3 clusters Score -491637.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -491637.843750 Penalty: 875.907715 Iteration 77Q: 3 clusters Score -491637.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14635 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -491638.093750 Penalty: 875.907715 Iteration 78Q: 3 clusters Score -491638.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -491638.031250 Penalty: 875.907715 Iteration 79Q: 3 clusters Score -491638 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14635 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -491637.750000 Penalty: 875.907715 Iteration 80F: 3 clusters Score -491637.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -491637.812500 Penalty: 875.907715 Iteration 81Q: 3 clusters Score -491637.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14636 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -491637.812500 Penalty: 875.907715 Iteration 82F: 3 clusters Score -491637.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (697 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Entering Unmasked Estep Score: -24608.169922 Penalty: 297.878723 Iteration 0F: 2 clusters Score -24608.17 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 347 members Entering Unmasked Estep Score: -23982.302734 Penalty: 595.757446 Iteration 0F: 3 clusters Score -23982.3 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -24126.091797 Penalty: 595.757446 Iteration 1F: 3 clusters Score -24126.09 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -24154.972656 Penalty: 595.757446 Iteration 2F: 3 clusters Score -24154.97 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -24171.810547 Penalty: 595.757446 Iteration 3Q: 3 clusters Score -24171.81 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -24188.835938 Penalty: 595.757446 Iteration 4Q: 3 clusters Score -24188.84 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -24203.630859 Penalty: 595.757446 Iteration 5Q: 3 clusters Score -24203.63 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -24211.283203 Penalty: 595.757446 Iteration 6Q: 3 clusters Score -24211.28 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -24218.859375 Penalty: 595.757446 Iteration 7Q: 3 clusters Score -24218.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -24227.630859 Penalty: 595.757446 Iteration 8Q: 3 clusters Score -24227.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -24240.732422 Penalty: 595.757446 Iteration 9Q: 3 clusters Score -24240.73 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -24259.285156 Penalty: 595.757446 Iteration 10Q: 3 clusters Score -24259.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -24270.521484 Penalty: 595.757446 Iteration 11Q: 3 clusters Score -24270.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -24278.166016 Penalty: 595.757446 Iteration 12Q: 3 clusters Score -24278.17 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -24283.556641 Penalty: 595.757446 Iteration 13Q: 3 clusters Score -24283.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -24288.886719 Penalty: 595.757446 Iteration 14Q: 3 clusters Score -24288.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -24290.046875 Penalty: 595.757446 Iteration 15Q: 3 clusters Score -24290.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -24290.669922 Penalty: 595.757446 Iteration 16Q: 3 clusters Score -24290.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -24291.144531 Penalty: 595.757446 Iteration 17Q: 3 clusters Score -24291.14 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -24291.144531 Penalty: 595.757446 Iteration 18F: 3 clusters Score -24291.14 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Entering Unmasked Estep Score: -125382.406250 Penalty: 377.310944 Iteration 0F: 2 clusters Score -125382.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -122704.921875 Penalty: 754.621887 Iteration 0F: 3 clusters Score -122704.9 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -123710.406250 Penalty: 754.621887 Iteration 1F: 3 clusters Score -123710.4 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -123919.531250 Penalty: 754.621887 Iteration 2F: 3 clusters Score -123919.5 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -124132.156250 Penalty: 754.621887 Iteration 3F: 3 clusters Score -124132.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -124336.304688 Penalty: 754.621887 Iteration 4F: 3 clusters Score -124336.3 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 3229 members Entering Unmasked Estep Score: -124516.726562 Penalty: 754.621887 Iteration 5Q: 3 clusters Score -124516.7 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -124662.031250 Penalty: 754.621887 Iteration 6Q: 3 clusters Score -124662 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3470 members Entering Unmasked Estep Score: -124767.468750 Penalty: 754.621887 Iteration 7Q: 3 clusters Score -124767.5 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 3520 members Entering Unmasked Estep Score: -124821.617188 Penalty: 754.621887 Iteration 8Q: 3 clusters Score -124821.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -124872.960938 Penalty: 754.621887 Iteration 9Q: 3 clusters Score -124873 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -124910.109375 Penalty: 754.621887 Iteration 10Q: 3 clusters Score -124910.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -124946.210938 Penalty: 754.621887 Iteration 11Q: 3 clusters Score -124946.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 3673 members Entering Unmasked Estep Score: -124968.609375 Penalty: 754.621887 Iteration 12Q: 3 clusters Score -124968.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -124993.257812 Penalty: 754.621887 Iteration 13Q: 3 clusters Score -124993.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -125003.625000 Penalty: 754.621887 Iteration 14Q: 3 clusters Score -125003.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 3715 members Entering Unmasked Estep Score: -125010.289062 Penalty: 754.621887 Iteration 15Q: 3 clusters Score -125010.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 3727 members Entering Unmasked Estep Score: -125020.609375 Penalty: 754.621887 Iteration 16Q: 3 clusters Score -125020.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -125032.375000 Penalty: 754.621887 Iteration 17Q: 3 clusters Score -125032.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -125045.031250 Penalty: 754.621887 Iteration 18Q: 3 clusters Score -125045 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -125050.359375 Penalty: 754.621887 Iteration 19Q: 3 clusters Score -125050.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -125053.554688 Penalty: 754.621887 Iteration 20F: 3 clusters Score -125053.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -125055.140625 Penalty: 754.621887 Iteration 21Q: 3 clusters Score -125055.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 3781 members Entering Unmasked Estep Score: -125057.484375 Penalty: 754.621887 Iteration 22Q: 3 clusters Score -125057.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -125059.281250 Penalty: 754.621887 Iteration 23Q: 3 clusters Score -125059.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 3788 members Entering Unmasked Estep Score: -125060.687500 Penalty: 754.621887 Iteration 24Q: 3 clusters Score -125060.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -125061.601562 Penalty: 754.621887 Iteration 25Q: 3 clusters Score -125061.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -125061.601562 Penalty: 754.621887 Iteration 26F: 3 clusters Score -125061.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3320 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Entering Unmasked Estep Score: -99070.812500 Penalty: 368.901276 Iteration 0F: 2 clusters Score -99070.81 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -96752.156250 Penalty: 737.802551 Iteration 0F: 3 clusters Score -96752.16 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -97602.015625 Penalty: 737.802551 Iteration 1F: 3 clusters Score -97602.02 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -97736.765625 Penalty: 737.802551 Iteration 2F: 3 clusters Score -97736.77 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -97890.585938 Penalty: 737.802551 Iteration 3F: 3 clusters Score -97890.59 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2356 members Entering Unmasked Estep Score: -98074.328125 Penalty: 737.802551 Iteration 4F: 3 clusters Score -98074.33 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -98280.726562 Penalty: 737.802551 Iteration 5F: 3 clusters Score -98280.73 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -98449.476562 Penalty: 737.802551 Iteration 6F: 3 clusters Score -98449.48 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -98578.375000 Penalty: 737.802551 Iteration 7Q: 3 clusters Score -98578.38 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -98662.250000 Penalty: 737.802551 Iteration 8Q: 3 clusters Score -98662.25 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -98729.414062 Penalty: 737.802551 Iteration 9Q: 3 clusters Score -98729.41 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -98767.250000 Penalty: 737.802551 Iteration 10Q: 3 clusters Score -98767.25 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -98795.031250 Penalty: 737.802551 Iteration 11Q: 3 clusters Score -98795.03 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -98811.101562 Penalty: 737.802551 Iteration 12Q: 3 clusters Score -98811.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 2953 members Entering Unmasked Estep Score: -98818.265625 Penalty: 737.802551 Iteration 13Q: 3 clusters Score -98818.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 2959 members Entering Unmasked Estep Score: -98822.539062 Penalty: 737.802551 Iteration 14Q: 3 clusters Score -98822.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -98828.203125 Penalty: 737.802551 Iteration 15Q: 3 clusters Score -98828.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -98833.835938 Penalty: 737.802551 Iteration 16Q: 3 clusters Score -98833.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -98836.546875 Penalty: 737.802551 Iteration 17Q: 3 clusters Score -98836.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -98839.328125 Penalty: 737.802551 Iteration 18Q: 3 clusters Score -98839.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -98841.585938 Penalty: 737.802551 Iteration 19Q: 3 clusters Score -98841.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -98843.109375 Penalty: 737.802551 Iteration 20F: 3 clusters Score -98843.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -98843.570312 Penalty: 737.802551 Iteration 21Q: 3 clusters Score -98843.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -98844.867188 Penalty: 737.802551 Iteration 22Q: 3 clusters Score -98844.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -98845.562500 Penalty: 737.802551 Iteration 23Q: 3 clusters Score -98845.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -98846.593750 Penalty: 737.802551 Iteration 24Q: 3 clusters Score -98846.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -98847.101562 Penalty: 737.802551 Iteration 25Q: 3 clusters Score -98847.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -98848.187500 Penalty: 737.802551 Iteration 26Q: 3 clusters Score -98848.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -98849.203125 Penalty: 737.802551 Iteration 27Q: 3 clusters Score -98849.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -98849.695312 Penalty: 737.802551 Iteration 28Q: 3 clusters Score -98849.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -98850.335938 Penalty: 737.802551 Iteration 29Q: 3 clusters Score -98850.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -98850.757812 Penalty: 737.802551 Iteration 30Q: 3 clusters Score -98850.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -98850.984375 Penalty: 737.802551 Iteration 31Q: 3 clusters Score -98850.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -98851.445312 Penalty: 737.802551 Iteration 32Q: 3 clusters Score -98851.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -98851.945312 Penalty: 737.802551 Iteration 33Q: 3 clusters Score -98851.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -98851.945312 Penalty: 737.802551 Iteration 34F: 3 clusters Score -98851.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1675 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Entering Unmasked Estep Score: -45771.609375 Penalty: 337.772369 Iteration 0F: 2 clusters Score -45771.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -44558.593750 Penalty: 675.544739 Iteration 0F: 3 clusters Score -44558.59 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -44940.378906 Penalty: 675.544739 Iteration 1F: 3 clusters Score -44940.38 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -45009.703125 Penalty: 675.544739 Iteration 2F: 3 clusters Score -45009.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -45052.328125 Penalty: 675.544739 Iteration 3F: 3 clusters Score -45052.33 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -45076.960938 Penalty: 675.544739 Iteration 4Q: 3 clusters Score -45076.96 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -45108.070312 Penalty: 675.544739 Iteration 5Q: 3 clusters Score -45108.07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -45137.644531 Penalty: 675.544739 Iteration 6Q: 3 clusters Score -45137.64 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -45167.488281 Penalty: 675.544739 Iteration 7Q: 3 clusters Score -45167.49 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -45195.093750 Penalty: 675.544739 Iteration 8Q: 3 clusters Score -45195.09 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -45213.187500 Penalty: 675.544739 Iteration 9Q: 3 clusters Score -45213.19 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -45230.156250 Penalty: 675.544739 Iteration 10Q: 3 clusters Score -45230.16 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -45247.082031 Penalty: 675.544739 Iteration 11Q: 3 clusters Score -45247.08 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -45258.609375 Penalty: 675.544739 Iteration 12Q: 3 clusters Score -45258.61 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -45268.035156 Penalty: 675.544739 Iteration 13Q: 3 clusters Score -45268.04 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -45278.031250 Penalty: 675.544739 Iteration 14Q: 3 clusters Score -45278.03 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -45290.113281 Penalty: 675.544739 Iteration 15Q: 3 clusters Score -45290.11 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -45303.937500 Penalty: 675.544739 Iteration 16Q: 3 clusters Score -45303.94 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -45319.925781 Penalty: 675.544739 Iteration 17Q: 3 clusters Score -45319.93 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -45336.761719 Penalty: 675.544739 Iteration 18Q: 3 clusters Score -45336.76 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -45351.203125 Penalty: 675.544739 Iteration 19Q: 3 clusters Score -45351.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -45365.910156 Penalty: 675.544739 Iteration 20F: 3 clusters Score -45365.91 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -45383.910156 Penalty: 675.544739 Iteration 21Q: 3 clusters Score -45383.91 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -45410.707031 Penalty: 675.544739 Iteration 22Q: 3 clusters Score -45410.71 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -45438.074219 Penalty: 675.544739 Iteration 23Q: 3 clusters Score -45438.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -45466.785156 Penalty: 675.544739 Iteration 24Q: 3 clusters Score -45466.79 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -45482.296875 Penalty: 675.544739 Iteration 25Q: 3 clusters Score -45482.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -45493.742188 Penalty: 675.544739 Iteration 26Q: 3 clusters Score -45493.74 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -45499.207031 Penalty: 675.544739 Iteration 27Q: 3 clusters Score -45499.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -45500.523438 Penalty: 675.544739 Iteration 28Q: 3 clusters Score -45500.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -45502.234375 Penalty: 675.544739 Iteration 29Q: 3 clusters Score -45502.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -45504.523438 Penalty: 675.544739 Iteration 30Q: 3 clusters Score -45504.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -45507.339844 Penalty: 675.544739 Iteration 31Q: 3 clusters Score -45507.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -45507.984375 Penalty: 675.544739 Iteration 32Q: 3 clusters Score -45507.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -45509.023438 Penalty: 675.544739 Iteration 33Q: 3 clusters Score -45509.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -45510.746094 Penalty: 675.544739 Iteration 34Q: 3 clusters Score -45510.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -45512.722656 Penalty: 675.544739 Iteration 35Q: 3 clusters Score -45512.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -45515.570312 Penalty: 675.544739 Iteration 36Q: 3 clusters Score -45515.57 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -45518.570312 Penalty: 675.544739 Iteration 37Q: 3 clusters Score -45518.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -45522.003906 Penalty: 675.544739 Iteration 38Q: 3 clusters Score -45522 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -45525.175781 Penalty: 675.544739 Iteration 39Q: 3 clusters Score -45525.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -45527.117188 Penalty: 675.544739 Iteration 40F: 3 clusters Score -45527.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -45527.835938 Penalty: 675.544739 Iteration 41Q: 3 clusters Score -45527.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -45527.953125 Penalty: 675.544739 Iteration 42Q: 3 clusters Score -45527.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -45527.953125 Penalty: 675.544739 Iteration 43F: 3 clusters Score -45527.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1707 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Entering Unmasked Estep Score: -59131.539062 Penalty: 338.633423 Iteration 0F: 2 clusters Score -59131.54 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -57839.292969 Penalty: 677.266846 Iteration 0F: 3 clusters Score -57839.29 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -58240.195312 Penalty: 677.266846 Iteration 1F: 3 clusters Score -58240.2 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -58337.234375 Penalty: 677.266846 Iteration 2F: 3 clusters Score -58337.23 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -58425.832031 Penalty: 677.266846 Iteration 3F: 3 clusters Score -58425.83 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -58503.261719 Penalty: 677.266846 Iteration 4F: 3 clusters Score -58503.26 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -58575.160156 Penalty: 677.266846 Iteration 5F: 3 clusters Score -58575.16 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -58658.117188 Penalty: 677.266846 Iteration 6F: 3 clusters Score -58658.12 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -58715.296875 Penalty: 677.266846 Iteration 7Q: 3 clusters Score -58715.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -58744.339844 Penalty: 677.266846 Iteration 8Q: 3 clusters Score -58744.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -58761.949219 Penalty: 677.266846 Iteration 9Q: 3 clusters Score -58761.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -58787.140625 Penalty: 677.266846 Iteration 10Q: 3 clusters Score -58787.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -58800.449219 Penalty: 677.266846 Iteration 11Q: 3 clusters Score -58800.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -58810.789062 Penalty: 677.266846 Iteration 12Q: 3 clusters Score -58810.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -58815.859375 Penalty: 677.266846 Iteration 13Q: 3 clusters Score -58815.86 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -58820.292969 Penalty: 677.266846 Iteration 14Q: 3 clusters Score -58820.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1551 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -58827.054688 Penalty: 677.266846 Iteration 15Q: 3 clusters Score -58827.05 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -58831.285156 Penalty: 677.266846 Iteration 16Q: 3 clusters Score -58831.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -58834.230469 Penalty: 677.266846 Iteration 17Q: 3 clusters Score -58834.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -58838.699219 Penalty: 677.266846 Iteration 18Q: 3 clusters Score -58838.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -58840.062500 Penalty: 677.266846 Iteration 19Q: 3 clusters Score -58840.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -58840.695312 Penalty: 677.266846 Iteration 20F: 3 clusters Score -58840.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -58841.007812 Penalty: 677.266846 Iteration 21Q: 3 clusters Score -58841.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -58841.285156 Penalty: 677.266846 Iteration 22Q: 3 clusters Score -58841.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -58841.488281 Penalty: 677.266846 Iteration 23Q: 3 clusters Score -58841.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -58841.796875 Penalty: 677.266846 Iteration 24Q: 3 clusters Score -58841.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -58842.511719 Penalty: 677.266846 Iteration 25Q: 3 clusters Score -58842.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -58842.847656 Penalty: 677.266846 Iteration 26Q: 3 clusters Score -58842.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -58843.449219 Penalty: 677.266846 Iteration 27Q: 3 clusters Score -58843.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -58843.695312 Penalty: 677.266846 Iteration 28Q: 3 clusters Score -58843.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -58845.839844 Penalty: 677.266846 Iteration 29Q: 3 clusters Score -58845.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -58846.660156 Penalty: 677.266846 Iteration 30Q: 3 clusters Score -58846.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -58848.367188 Penalty: 677.266846 Iteration 31Q: 3 clusters Score -58848.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -58849.765625 Penalty: 677.266846 Iteration 32Q: 3 clusters Score -58849.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -58851.503906 Penalty: 677.266846 Iteration 33Q: 3 clusters Score -58851.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -58852.976562 Penalty: 677.266846 Iteration 34Q: 3 clusters Score -58852.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -58854.167969 Penalty: 677.266846 Iteration 35Q: 3 clusters Score -58854.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -58855.289062 Penalty: 677.266846 Iteration 36Q: 3 clusters Score -58855.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -58855.769531 Penalty: 677.266846 Iteration 37Q: 3 clusters Score -58855.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -58855.769531 Penalty: 677.266846 Iteration 38F: 3 clusters Score -58855.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Entering Unmasked Estep Score: -54410.902344 Penalty: 341.424774 Iteration 0F: 2 clusters Score -54410.9 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 895 members Entering Unmasked Estep Score: -53042.613281 Penalty: 682.849548 Iteration 0F: 3 clusters Score -53042.61 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -53493.953125 Penalty: 682.849548 Iteration 1F: 3 clusters Score -53493.95 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -53571.585938 Penalty: 682.849548 Iteration 2F: 3 clusters Score -53571.59 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -53604.265625 Penalty: 682.849548 Iteration 3F: 3 clusters Score -53604.27 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -53630.550781 Penalty: 682.849548 Iteration 4Q: 3 clusters Score -53630.55 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -53652.656250 Penalty: 682.849548 Iteration 5Q: 3 clusters Score -53652.66 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -53682.824219 Penalty: 682.849548 Iteration 6Q: 3 clusters Score -53682.82 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -53724.363281 Penalty: 682.849548 Iteration 7Q: 3 clusters Score -53724.36 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -53787.468750 Penalty: 682.849548 Iteration 8Q: 3 clusters Score -53787.47 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -53848.570312 Penalty: 682.849548 Iteration 9Q: 3 clusters Score -53848.57 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -53912.109375 Penalty: 682.849548 Iteration 10Q: 3 clusters Score -53912.11 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -53985.835938 Penalty: 682.849548 Iteration 11Q: 3 clusters Score -53985.84 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -54061.117188 Penalty: 682.849548 Iteration 12Q: 3 clusters Score -54061.12 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -54098.492188 Penalty: 682.849548 Iteration 13Q: 3 clusters Score -54098.49 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -54116.410156 Penalty: 682.849548 Iteration 14Q: 3 clusters Score -54116.41 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -54132.902344 Penalty: 682.849548 Iteration 15Q: 3 clusters Score -54132.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -54145.085938 Penalty: 682.849548 Iteration 16Q: 3 clusters Score -54145.09 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -54153.703125 Penalty: 682.849548 Iteration 17Q: 3 clusters Score -54153.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -54159.492188 Penalty: 682.849548 Iteration 18Q: 3 clusters Score -54159.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -54166.800781 Penalty: 682.849548 Iteration 19Q: 3 clusters Score -54166.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -54171.242188 Penalty: 682.849548 Iteration 20F: 3 clusters Score -54171.24 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -54172.621094 Penalty: 682.849548 Iteration 21Q: 3 clusters Score -54172.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -54173.449219 Penalty: 682.849548 Iteration 22Q: 3 clusters Score -54173.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -54173.859375 Penalty: 682.849548 Iteration 23Q: 3 clusters Score -54173.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -54173.960938 Penalty: 682.849548 Iteration 24Q: 3 clusters Score -54173.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -54174.847656 Penalty: 682.849548 Iteration 25Q: 3 clusters Score -54174.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -54176.089844 Penalty: 682.849548 Iteration 26Q: 3 clusters Score -54176.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -54177.355469 Penalty: 682.849548 Iteration 27Q: 3 clusters Score -54177.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -54178.195312 Penalty: 682.849548 Iteration 28Q: 3 clusters Score -54178.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -54178.582031 Penalty: 682.849548 Iteration 29Q: 3 clusters Score -54178.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -54179.289062 Penalty: 682.849548 Iteration 30Q: 3 clusters Score -54179.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -54179.289062 Penalty: 682.849548 Iteration 31F: 3 clusters Score -54179.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7729 members Mstep: Class 4 contains 40367 members Mstep: Class 5 contains 400 members Mstep: Class 6 contains 283 members Mstep: Class 8 contains 15144 members Mstep: Class 11 contains 697 members Mstep: Class 13 contains 3994 members Mstep: Class 14 contains 3320 members Mstep: Class 16 contains 1675 members Mstep: Class 17 contains 1707 members Mstep: Class 18 contains 1815 members Entering Unmasked Estep ConsiderDeletion Score: -2383058.750000 Penalty: 6147.998047 Iteration 79Q: 13 clusters Score -2383059 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7758 members Mstep: Class 2 contains 540 members Mstep: Class 4 contains 40315 members Mstep: Class 5 contains 396 members Mstep: Class 6 contains 268 members Mstep: Class 8 contains 15145 members Mstep: Class 11 contains 700 members Mstep: Class 13 contains 3999 members Mstep: Class 14 contains 3321 members Mstep: Class 16 contains 1676 members Mstep: Class 17 contains 1720 members Mstep: Class 18 contains 1818 members Entering Unmasked Estep ConsiderDeletion Score: -2383086.250000 Penalty: 6147.998047 Iteration 80F: 13 clusters Score -2383086 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7785 members Mstep: Class 2 contains 552 members Mstep: Class 4 contains 40278 members Mstep: Class 5 contains 392 members Mstep: Class 6 contains 256 members Mstep: Class 8 contains 15146 members Mstep: Class 11 contains 702 members Mstep: Class 13 contains 4003 members Mstep: Class 14 contains 3324 members Mstep: Class 16 contains 1671 members Mstep: Class 17 contains 1721 members Mstep: Class 18 contains 1826 members Entering Unmasked Estep ConsiderDeletion Score: -2383113.750000 Penalty: 6147.998047 Iteration 81Q: 13 clusters Score -2383114 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7814 members Mstep: Class 2 contains 561 members Mstep: Class 4 contains 40244 members Mstep: Class 5 contains 384 members Mstep: Class 6 contains 248 members Mstep: Class 8 contains 15146 members Mstep: Class 11 contains 707 members Mstep: Class 13 contains 4000 members Mstep: Class 14 contains 3328 members Mstep: Class 16 contains 1668 members Mstep: Class 17 contains 1720 members Mstep: Class 18 contains 1836 members Entering Unmasked Estep ConsiderDeletion Score: -2383123.250000 Penalty: 6147.998047 Iteration 82Q: 13 clusters Score -2383123 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7842 members Mstep: Class 2 contains 567 members Mstep: Class 4 contains 40218 members Mstep: Class 5 contains 382 members Mstep: Class 6 contains 238 members Mstep: Class 8 contains 15150 members Mstep: Class 11 contains 710 members Mstep: Class 13 contains 3993 members Mstep: Class 14 contains 3331 members Mstep: Class 16 contains 1668 members Mstep: Class 17 contains 1722 members Mstep: Class 18 contains 1835 members Entering Unmasked Estep ConsiderDeletion Score: -2383132.500000 Penalty: 6147.998047 Iteration 83Q: 13 clusters Score -2383132 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 569 members Mstep: Class 4 contains 40199 members Mstep: Class 5 contains 378 members Mstep: Class 6 contains 233 members Mstep: Class 8 contains 15158 members Mstep: Class 11 contains 714 members Mstep: Class 13 contains 3990 members Mstep: Class 14 contains 3335 members Mstep: Class 16 contains 1668 members Mstep: Class 17 contains 1722 members Mstep: Class 18 contains 1832 members Entering Unmasked Estep ConsiderDeletion Score: -2383139.750000 Penalty: 6147.998047 Iteration 84Q: 13 clusters Score -2383140 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7877 members Mstep: Class 2 contains 568 members Mstep: Class 4 contains 40181 members Mstep: Class 5 contains 373 members Mstep: Class 6 contains 229 members Mstep: Class 8 contains 15169 members Mstep: Class 11 contains 718 members Mstep: Class 13 contains 3990 members Mstep: Class 14 contains 3335 members Mstep: Class 16 contains 1667 members Mstep: Class 17 contains 1721 members Mstep: Class 18 contains 1828 members Entering Unmasked Estep ConsiderDeletion Score: -2383147.750000 Penalty: 6147.998047 Iteration 85Q: 13 clusters Score -2383148 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7896 members Mstep: Class 2 contains 569 members Mstep: Class 4 contains 40163 members Mstep: Class 5 contains 370 members Mstep: Class 6 contains 226 members Mstep: Class 8 contains 15172 members Mstep: Class 11 contains 724 members Mstep: Class 13 contains 3984 members Mstep: Class 14 contains 3335 members Mstep: Class 16 contains 1666 members Mstep: Class 17 contains 1721 members Mstep: Class 18 contains 1830 members Entering Unmasked Estep ConsiderDeletion Score: -2383150.500000 Penalty: 6147.998047 Iteration 86Q: 13 clusters Score -2383150 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7916 members Mstep: Class 2 contains 569 members Mstep: Class 4 contains 40146 members Mstep: Class 5 contains 370 members Mstep: Class 6 contains 224 members Mstep: Class 8 contains 15175 members Mstep: Class 11 contains 730 members Mstep: Class 13 contains 3975 members Mstep: Class 14 contains 3332 members Mstep: Class 16 contains 1669 members Mstep: Class 17 contains 1722 members Mstep: Class 18 contains 1828 members Entering Unmasked Estep ConsiderDeletion Score: -2383158.750000 Penalty: 6147.998047 Iteration 87Q: 13 clusters Score -2383159 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7934 members Mstep: Class 2 contains 569 members Mstep: Class 4 contains 40126 members Mstep: Class 5 contains 370 members Mstep: Class 6 contains 222 members Mstep: Class 8 contains 15178 members Mstep: Class 11 contains 745 members Mstep: Class 13 contains 3965 members Mstep: Class 14 contains 3331 members Mstep: Class 16 contains 1669 members Mstep: Class 17 contains 1720 members Mstep: Class 18 contains 1827 members Entering Unmasked Estep ConsiderDeletion Score: -2383161.750000 Penalty: 6147.998047 Iteration 88Q: 13 clusters Score -2383162 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7955 members Mstep: Class 2 contains 569 members Mstep: Class 4 contains 40110 members Mstep: Class 5 contains 369 members Mstep: Class 6 contains 222 members Mstep: Class 8 contains 15180 members Mstep: Class 11 contains 755 members Mstep: Class 13 contains 3956 members Mstep: Class 14 contains 3329 members Mstep: Class 16 contains 1668 members Mstep: Class 17 contains 1717 members Mstep: Class 18 contains 1826 members Entering Unmasked Estep ConsiderDeletion Score: -2383172.250000 Penalty: 6147.998047 Iteration 89Q: 13 clusters Score -2383172 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 569 members Mstep: Class 4 contains 40099 members Mstep: Class 5 contains 369 members Mstep: Class 6 contains 221 members Mstep: Class 8 contains 15179 members Mstep: Class 11 contains 758 members Mstep: Class 13 contains 3943 members Mstep: Class 14 contains 3329 members Mstep: Class 16 contains 1667 members Mstep: Class 17 contains 1712 members Mstep: Class 18 contains 1828 members Entering Unmasked Estep ConsiderDeletion Score: -2383171.750000 Penalty: 6147.998047 Iteration 90Q: 13 clusters Score -2383172 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8010 members Mstep: Class 2 contains 569 members Mstep: Class 4 contains 40084 members Mstep: Class 5 contains 368 members Mstep: Class 6 contains 219 members Mstep: Class 8 contains 15181 members Mstep: Class 11 contains 761 members Mstep: Class 13 contains 3934 members Mstep: Class 14 contains 3328 members Mstep: Class 16 contains 1666 members Mstep: Class 17 contains 1709 members Mstep: Class 18 contains 1827 members Entering Unmasked Estep ConsiderDeletion Score: -2383173.750000 Penalty: 6147.998047 Iteration 91Q: 13 clusters Score -2383174 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8035 members Mstep: Class 2 contains 570 members Mstep: Class 4 contains 40073 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 217 members Mstep: Class 8 contains 15183 members Mstep: Class 11 contains 760 members Mstep: Class 13 contains 3925 members Mstep: Class 14 contains 3329 members Mstep: Class 16 contains 1664 members Mstep: Class 17 contains 1707 members Mstep: Class 18 contains 1826 members Entering Unmasked Estep ConsiderDeletion Score: -2383167.250000 Penalty: 6147.998047 Iteration 92Q: 13 clusters Score -2383167 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8066 members Mstep: Class 2 contains 571 members Mstep: Class 4 contains 40057 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 216 members Mstep: Class 8 contains 15184 members Mstep: Class 11 contains 760 members Mstep: Class 13 contains 3921 members Mstep: Class 14 contains 3325 members Mstep: Class 16 contains 1662 members Mstep: Class 17 contains 1702 members Mstep: Class 18 contains 1825 members Entering Unmasked Estep ConsiderDeletion Score: -2383178.250000 Penalty: 6147.998047 Iteration 93Q: 13 clusters Score -2383178 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8086 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40045 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 215 members Mstep: Class 8 contains 15184 members Mstep: Class 11 contains 758 members Mstep: Class 13 contains 3918 members Mstep: Class 14 contains 3324 members Mstep: Class 16 contains 1660 members Mstep: Class 17 contains 1702 members Mstep: Class 18 contains 1825 members Entering Unmasked Estep ConsiderDeletion Score: -2383172.500000 Penalty: 6147.998047 Iteration 94Q: 13 clusters Score -2383172 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8095 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40038 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 212 members Mstep: Class 8 contains 15184 members Mstep: Class 11 contains 761 members Mstep: Class 13 contains 3919 members Mstep: Class 14 contains 3327 members Mstep: Class 16 contains 1657 members Mstep: Class 17 contains 1699 members Mstep: Class 18 contains 1825 members Entering Unmasked Estep ConsiderDeletion Score: -2383178.750000 Penalty: 6147.998047 Iteration 95Q: 13 clusters Score -2383179 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40035 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 207 members Mstep: Class 8 contains 15184 members Mstep: Class 11 contains 762 members Mstep: Class 13 contains 3915 members Mstep: Class 14 contains 3328 members Mstep: Class 16 contains 1658 members Mstep: Class 17 contains 1693 members Mstep: Class 18 contains 1826 members Entering Unmasked Estep ConsiderDeletion Score: -2383180.500000 Penalty: 6147.998047 Iteration 96Q: 13 clusters Score -2383180 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8126 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40030 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 207 members Mstep: Class 8 contains 15185 members Mstep: Class 11 contains 762 members Mstep: Class 13 contains 3915 members Mstep: Class 14 contains 3325 members Mstep: Class 16 contains 1656 members Mstep: Class 17 contains 1686 members Mstep: Class 18 contains 1825 members Entering Unmasked Estep ConsiderDeletion Score: -2383187.750000 Penalty: 6147.998047 Iteration 97Q: 13 clusters Score -2383188 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8146 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40023 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 207 members Mstep: Class 8 contains 15186 members Mstep: Class 11 contains 764 members Mstep: Class 13 contains 3919 members Mstep: Class 14 contains 3323 members Mstep: Class 16 contains 1649 members Mstep: Class 17 contains 1675 members Mstep: Class 18 contains 1825 members Entering Unmasked Estep ConsiderDeletion Score: -2383184.250000 Penalty: 6147.998047 Iteration 98Q: 13 clusters Score -2383184 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8166 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40019 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 206 members Mstep: Class 8 contains 15188 members Mstep: Class 11 contains 765 members Mstep: Class 13 contains 3922 members Mstep: Class 14 contains 3323 members Mstep: Class 16 contains 1642 members Mstep: Class 17 contains 1662 members Mstep: Class 18 contains 1824 members Entering Unmasked Estep ConsiderDeletion Score: -2383185.000000 Penalty: 6147.998047 Iteration 99Q: 13 clusters Score -2383185 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8183 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40010 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 205 members Mstep: Class 8 contains 15190 members Mstep: Class 11 contains 767 members Mstep: Class 13 contains 3922 members Mstep: Class 14 contains 3324 members Mstep: Class 16 contains 1637 members Mstep: Class 17 contains 1656 members Mstep: Class 18 contains 1823 members Entering Unmasked Estep ConsiderDeletion Score: -2383192.000000 Penalty: 6147.998047 Iteration 100F: 13 clusters Score -2383192 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8195 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40002 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 205 members Mstep: Class 8 contains 15192 members Mstep: Class 11 contains 770 members Mstep: Class 13 contains 3917 members Mstep: Class 14 contains 3324 members Mstep: Class 16 contains 1635 members Mstep: Class 17 contains 1656 members Mstep: Class 18 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -2383193.000000 Penalty: 6147.998047 Iteration 101Q: 13 clusters Score -2383193 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8202 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 39999 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 205 members Mstep: Class 8 contains 15192 members Mstep: Class 11 contains 770 members Mstep: Class 13 contains 3913 members Mstep: Class 14 contains 3325 members Mstep: Class 16 contains 1634 members Mstep: Class 17 contains 1656 members Mstep: Class 18 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -2383197.500000 Penalty: 6147.998047 Iteration 102Q: 13 clusters Score -2383198 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8204 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40000 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 205 members Mstep: Class 8 contains 15192 members Mstep: Class 11 contains 770 members Mstep: Class 13 contains 3913 members Mstep: Class 14 contains 3325 members Mstep: Class 16 contains 1632 members Mstep: Class 17 contains 1655 members Mstep: Class 18 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -2383191.750000 Penalty: 6147.998047 Iteration 103Q: 13 clusters Score -2383192 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40002 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 205 members Mstep: Class 8 contains 15192 members Mstep: Class 11 contains 770 members Mstep: Class 13 contains 3911 members Mstep: Class 14 contains 3326 members Mstep: Class 16 contains 1632 members Mstep: Class 17 contains 1655 members Mstep: Class 18 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -2383192.250000 Penalty: 6147.998047 Iteration 104Q: 13 clusters Score -2383192 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40004 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 205 members Mstep: Class 8 contains 15192 members Mstep: Class 11 contains 771 members Mstep: Class 13 contains 3908 members Mstep: Class 14 contains 3326 members Mstep: Class 16 contains 1632 members Mstep: Class 17 contains 1655 members Mstep: Class 18 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -2383191.750000 Penalty: 6147.998047 Iteration 105Q: 13 clusters Score -2383192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40005 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 205 members Mstep: Class 8 contains 15192 members Mstep: Class 11 contains 771 members Mstep: Class 13 contains 3907 members Mstep: Class 14 contains 3326 members Mstep: Class 16 contains 1632 members Mstep: Class 17 contains 1655 members Mstep: Class 18 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -2383193.250000 Penalty: 6147.998047 Iteration 106Q: 13 clusters Score -2383193 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 2 members Mstep: Class 1 contains 8203 members Mstep: Class 2 contains 572 members Mstep: Class 4 contains 40005 members Mstep: Class 5 contains 367 members Mstep: Class 6 contains 205 members Mstep: Class 8 contains 15192 members Mstep: Class 11 contains 771 members Mstep: Class 13 contains 3907 members Mstep: Class 14 contains 3326 members Mstep: Class 16 contains 1632 members Mstep: Class 17 contains 1655 members Mstep: Class 18 contains 1821 members Entering Unmasked Estep ConsiderDeletion Score: -2383193.250000 Penalty: 6147.998047 Iteration 107F: 13 clusters Score -2383193 nChanged 0 Entering ConstructFrom: Score: -2383193.250000 Penalty: 6147.998047 Entering ConstructFrom: Trying to split cluster 1 (8203 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8203 members Entering Unmasked Estep Score: -258184.906250 Penalty: 410.057648 Iteration 0F: 2 clusters Score -258184.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -252688.750000 Penalty: 820.115295 Iteration 0F: 3 clusters Score -252688.8 nChanged 3819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -254964.546875 Penalty: 820.115295 Iteration 1F: 3 clusters Score -254964.5 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -255161.187500 Penalty: 820.115295 Iteration 2F: 3 clusters Score -255161.2 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -255406.921875 Penalty: 820.115295 Iteration 3F: 3 clusters Score -255406.9 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5694 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -255752.906250 Penalty: 820.115295 Iteration 4F: 3 clusters Score -255752.9 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -256182.937500 Penalty: 820.115295 Iteration 5F: 3 clusters Score -256182.9 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6767 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -256652.640625 Penalty: 820.115295 Iteration 6F: 3 clusters Score -256652.6 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -257045.562500 Penalty: 820.115295 Iteration 7F: 3 clusters Score -257045.6 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7501 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -257313.828125 Penalty: 820.115295 Iteration 8Q: 3 clusters Score -257313.8 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -257496.468750 Penalty: 820.115295 Iteration 9Q: 3 clusters Score -257496.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7819 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -257608.781250 Penalty: 820.115295 Iteration 10Q: 3 clusters Score -257608.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -257692.468750 Penalty: 820.115295 Iteration 11Q: 3 clusters Score -257692.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7957 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -257736.343750 Penalty: 820.115295 Iteration 12Q: 3 clusters Score -257736.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7997 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -257770.906250 Penalty: 820.115295 Iteration 13Q: 3 clusters Score -257770.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8023 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -257794.625000 Penalty: 820.115295 Iteration 14Q: 3 clusters Score -257794.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -257819.671875 Penalty: 820.115295 Iteration 15Q: 3 clusters Score -257819.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8060 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -257837.921875 Penalty: 820.115295 Iteration 16Q: 3 clusters Score -257837.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -257850.765625 Penalty: 820.115295 Iteration 17Q: 3 clusters Score -257850.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8079 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -257857.656250 Penalty: 820.115295 Iteration 18Q: 3 clusters Score -257857.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8080 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -257862.109375 Penalty: 820.115295 Iteration 19Q: 3 clusters Score -257862.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8081 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -257863.015625 Penalty: 820.115295 Iteration 20F: 3 clusters Score -257863 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8082 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -257863.468750 Penalty: 820.115295 Iteration 21Q: 3 clusters Score -257863.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8083 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -257864.250000 Penalty: 820.115295 Iteration 22Q: 3 clusters Score -257864.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -257866.203125 Penalty: 820.115295 Iteration 23Q: 3 clusters Score -257866.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -257866.203125 Penalty: 820.115295 Iteration 24F: 3 clusters Score -257866.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (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: -19738.097656 Penalty: 288.885834 Iteration 0F: 2 clusters Score -19738.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -19203.656250 Penalty: 577.771667 Iteration 0F: 3 clusters Score -19203.66 nChanged 202 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: -19342.021484 Penalty: 577.771667 Iteration 1F: 3 clusters Score -19342.02 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -19380.648438 Penalty: 577.771667 Iteration 2F: 3 clusters Score -19380.65 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -19400.593750 Penalty: 577.771667 Iteration 3Q: 3 clusters Score -19400.59 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -19418.632812 Penalty: 577.771667 Iteration 4Q: 3 clusters Score -19418.63 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -19429.837891 Penalty: 577.771667 Iteration 5Q: 3 clusters Score -19429.84 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -19437.513672 Penalty: 577.771667 Iteration 6Q: 3 clusters Score -19437.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -19442.416016 Penalty: 577.771667 Iteration 7Q: 3 clusters Score -19442.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -19449.464844 Penalty: 577.771667 Iteration 8Q: 3 clusters Score -19449.46 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -19457.054688 Penalty: 577.771667 Iteration 9Q: 3 clusters Score -19457.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -19463.976562 Penalty: 577.771667 Iteration 10Q: 3 clusters Score -19463.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -19468.589844 Penalty: 577.771667 Iteration 11Q: 3 clusters Score -19468.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -19473.587891 Penalty: 577.771667 Iteration 12Q: 3 clusters Score -19473.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -19478.246094 Penalty: 577.771667 Iteration 13Q: 3 clusters Score -19478.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -19479.921875 Penalty: 577.771667 Iteration 14Q: 3 clusters Score -19479.92 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -19482.509766 Penalty: 577.771667 Iteration 15Q: 3 clusters Score -19482.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -19485.484375 Penalty: 577.771667 Iteration 16Q: 3 clusters Score -19485.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -19486.458984 Penalty: 577.771667 Iteration 17Q: 3 clusters Score -19486.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -19486.896484 Penalty: 577.771667 Iteration 18Q: 3 clusters Score -19486.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -19490.220703 Penalty: 577.771667 Iteration 19Q: 3 clusters Score -19490.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -19491.335938 Penalty: 577.771667 Iteration 20F: 3 clusters Score -19491.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -19492.593750 Penalty: 577.771667 Iteration 21Q: 3 clusters Score -19492.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -19492.716797 Penalty: 577.771667 Iteration 22Q: 3 clusters Score -19492.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -19492.716797 Penalty: 577.771667 Iteration 23F: 3 clusters Score -19492.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (40005 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40005 members Entering Unmasked Estep Score: -1313152.375000 Penalty: 482.152557 Iteration 0F: 2 clusters Score -1313152 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19905 members Mstep: Class 2 contains 20100 members Entering Unmasked Estep Score: -1286230.375000 Penalty: 964.305115 Iteration 0F: 3 clusters Score -1286230 nChanged 19362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17007 members Mstep: Class 2 contains 22998 members Entering Unmasked Estep Score: -1298621.125000 Penalty: 964.305115 Iteration 1F: 3 clusters Score -1298621 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15288 members Mstep: Class 2 contains 24717 members Entering Unmasked Estep Score: -1299934.250000 Penalty: 964.305115 Iteration 2F: 3 clusters Score -1299934 nChanged 2787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13029 members Mstep: Class 2 contains 26976 members Entering Unmasked Estep Score: -1301702.125000 Penalty: 964.305115 Iteration 3F: 3 clusters Score -1301702 nChanged 2951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 29643 members Entering Unmasked Estep Score: -1304098.000000 Penalty: 964.305115 Iteration 4F: 3 clusters Score -1304098 nChanged 2802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Mstep: Class 2 contains 32315 members Entering Unmasked Estep Score: -1306842.250000 Penalty: 964.305115 Iteration 5F: 3 clusters Score -1306842 nChanged 2235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5497 members Mstep: Class 2 contains 34508 members Entering Unmasked Estep Score: -1309219.125000 Penalty: 964.305115 Iteration 6F: 3 clusters Score -1309219 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4142 members Mstep: Class 2 contains 35863 members Entering Unmasked Estep Score: -1310631.250000 Penalty: 964.305115 Iteration 7Q: 3 clusters Score -1310631 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 36668 members Entering Unmasked Estep Score: -1311282.625000 Penalty: 964.305115 Iteration 8Q: 3 clusters Score -1311283 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 37275 members Entering Unmasked Estep Score: -1311684.875000 Penalty: 964.305115 Iteration 9Q: 3 clusters Score -1311685 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 37761 members Entering Unmasked Estep Score: -1311942.875000 Penalty: 964.305115 Iteration 10Q: 3 clusters Score -1311943 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 38144 members Entering Unmasked Estep Score: -1312123.750000 Penalty: 964.305115 Iteration 11Q: 3 clusters Score -1312124 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 38436 members Entering Unmasked Estep Score: -1312251.625000 Penalty: 964.305115 Iteration 12Q: 3 clusters Score -1312252 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 38681 members Entering Unmasked Estep Score: -1312363.125000 Penalty: 964.305115 Iteration 13Q: 3 clusters Score -1312363 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 38882 members Entering Unmasked Estep Score: -1312438.750000 Penalty: 964.305115 Iteration 14Q: 3 clusters Score -1312439 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 39040 members Entering Unmasked Estep Score: -1312499.000000 Penalty: 964.305115 Iteration 15Q: 3 clusters Score -1312499 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 39178 members Entering Unmasked Estep Score: -1312563.375000 Penalty: 964.305115 Iteration 16Q: 3 clusters Score -1312563 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 39281 members Entering Unmasked Estep Score: -1312611.250000 Penalty: 964.305115 Iteration 17Q: 3 clusters Score -1312611 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 39360 members Entering Unmasked Estep Score: -1312651.625000 Penalty: 964.305115 Iteration 18Q: 3 clusters Score -1312652 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 39433 members Entering Unmasked Estep Score: -1312683.875000 Penalty: 964.305115 Iteration 19Q: 3 clusters Score -1312684 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 39499 members Entering Unmasked Estep Score: -1312708.250000 Penalty: 964.305115 Iteration 20F: 3 clusters Score -1312708 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 39558 members Entering Unmasked Estep Score: -1312727.375000 Penalty: 964.305115 Iteration 21Q: 3 clusters Score -1312727 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 39599 members Entering Unmasked Estep Score: -1312746.625000 Penalty: 964.305115 Iteration 22Q: 3 clusters Score -1312747 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 39638 members Entering Unmasked Estep Score: -1312763.125000 Penalty: 964.305115 Iteration 23Q: 3 clusters Score -1312763 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 39665 members Entering Unmasked Estep Score: -1312775.000000 Penalty: 964.305115 Iteration 24Q: 3 clusters Score -1312775 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 39690 members Entering Unmasked Estep Score: -1312788.625000 Penalty: 964.305115 Iteration 25Q: 3 clusters Score -1312789 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 39708 members Entering Unmasked Estep Score: -1312798.750000 Penalty: 964.305115 Iteration 26Q: 3 clusters Score -1312799 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 39718 members Entering Unmasked Estep Score: -1312805.625000 Penalty: 964.305115 Iteration 27Q: 3 clusters Score -1312806 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 39732 members Entering Unmasked Estep Score: -1312808.000000 Penalty: 964.305115 Iteration 28Q: 3 clusters Score -1312808 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 39741 members Entering Unmasked Estep Score: -1312814.500000 Penalty: 964.305115 Iteration 29Q: 3 clusters Score -1312814 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 39744 members Entering Unmasked Estep Score: -1312817.125000 Penalty: 964.305115 Iteration 30Q: 3 clusters Score -1312817 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 39746 members Entering Unmasked Estep Score: -1312816.125000 Penalty: 964.305115 Iteration 31Q: 3 clusters Score -1312816 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 39745 members Entering Unmasked Estep Score: -1312816.875000 Penalty: 964.305115 Iteration 32Q: 3 clusters Score -1312817 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 39745 members Entering Unmasked Estep Score: -1312816.875000 Penalty: 964.305115 Iteration 33F: 3 clusters Score -1312817 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Entering Unmasked Estep Score: -12087.175781 Penalty: 268.693970 Iteration 0F: 2 clusters Score -12087.18 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11687.416016 Penalty: 537.387939 Iteration 0F: 3 clusters Score -11687.42 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -11791.004883 Penalty: 537.387939 Iteration 1F: 3 clusters Score -11791 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11810.274414 Penalty: 537.387939 Iteration 2F: 3 clusters Score -11810.27 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11824.253906 Penalty: 537.387939 Iteration 3Q: 3 clusters Score -11824.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11828.647461 Penalty: 537.387939 Iteration 4Q: 3 clusters Score -11828.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -11829.887695 Penalty: 537.387939 Iteration 5Q: 3 clusters Score -11829.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -11832.504883 Penalty: 537.387939 Iteration 6Q: 3 clusters Score -11832.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -11833.889648 Penalty: 537.387939 Iteration 7Q: 3 clusters Score -11833.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -11835.889648 Penalty: 537.387939 Iteration 8Q: 3 clusters Score -11835.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -11840.716797 Penalty: 537.387939 Iteration 9Q: 3 clusters Score -11840.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -11845.086914 Penalty: 537.387939 Iteration 10Q: 3 clusters Score -11845.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -11848.075195 Penalty: 537.387939 Iteration 11Q: 3 clusters Score -11848.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -11851.984375 Penalty: 537.387939 Iteration 12Q: 3 clusters Score -11851.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -11852.953125 Penalty: 537.387939 Iteration 13Q: 3 clusters Score -11852.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -11856.661133 Penalty: 537.387939 Iteration 14Q: 3 clusters Score -11856.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -11857.887695 Penalty: 537.387939 Iteration 15Q: 3 clusters Score -11857.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -11858.891602 Penalty: 537.387939 Iteration 16Q: 3 clusters Score -11858.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11860.281250 Penalty: 537.387939 Iteration 17Q: 3 clusters Score -11860.28 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -11860.281250 Penalty: 537.387939 Iteration 18F: 3 clusters Score -11860.28 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (205 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Entering Unmasked Estep Score: -4460.768066 Penalty: 242.196960 Iteration 0F: 2 clusters Score -4460.768 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -4168.359375 Penalty: 484.393921 Iteration 0F: 3 clusters Score -4168.359 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -4244.464355 Penalty: 484.393921 Iteration 1F: 3 clusters Score -4244.464 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -4265.529785 Penalty: 484.393921 Iteration 2F: 3 clusters Score -4265.53 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -4275.352539 Penalty: 484.393921 Iteration 3Q: 3 clusters Score -4275.353 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4279.514160 Penalty: 484.393921 Iteration 4Q: 3 clusters Score -4279.514 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -4279.514160 Penalty: 484.393921 Iteration 5F: 3 clusters Score -4279.514 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (15192 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15192 members Entering Unmasked Estep Score: -493488.187500 Penalty: 438.097839 Iteration 0F: 2 clusters Score -493488.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7650 members Mstep: Class 2 contains 7542 members Entering Unmasked Estep Score: -483320.187500 Penalty: 876.195679 Iteration 0F: 3 clusters Score -483320.2 nChanged 7162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 6580 members Entering Unmasked Estep Score: -487732.906250 Penalty: 876.195679 Iteration 1F: 3 clusters Score -487732.9 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -488227.937500 Penalty: 876.195679 Iteration 2F: 3 clusters Score -488227.9 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10085 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -488910.375000 Penalty: 876.195679 Iteration 3F: 3 clusters Score -488910.4 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11033 members Mstep: Class 2 contains 4159 members Entering Unmasked Estep Score: -489786.281250 Penalty: 876.195679 Iteration 4F: 3 clusters Score -489786.3 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 3324 members Entering Unmasked Estep Score: -490621.937500 Penalty: 876.195679 Iteration 5F: 3 clusters Score -490621.9 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12569 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -491364.937500 Penalty: 876.195679 Iteration 6F: 3 clusters Score -491364.9 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13108 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -491888.031250 Penalty: 876.195679 Iteration 7Q: 3 clusters Score -491888 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13472 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -492192.375000 Penalty: 876.195679 Iteration 8Q: 3 clusters Score -492192.4 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -492394.375000 Penalty: 876.195679 Iteration 9Q: 3 clusters Score -492394.4 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14001 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -492547.156250 Penalty: 876.195679 Iteration 10Q: 3 clusters Score -492547.2 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14205 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -492663.781250 Penalty: 876.195679 Iteration 11Q: 3 clusters Score -492663.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14366 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -492747.531250 Penalty: 876.195679 Iteration 12Q: 3 clusters Score -492747.5 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14503 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -492814.093750 Penalty: 876.195679 Iteration 13Q: 3 clusters Score -492814.1 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14619 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -492880.000000 Penalty: 876.195679 Iteration 14Q: 3 clusters Score -492880 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14719 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -492937.781250 Penalty: 876.195679 Iteration 15Q: 3 clusters Score -492937.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14789 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -492974.843750 Penalty: 876.195679 Iteration 16Q: 3 clusters Score -492974.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14839 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -493008.906250 Penalty: 876.195679 Iteration 17Q: 3 clusters Score -493008.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14879 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -493037.125000 Penalty: 876.195679 Iteration 18Q: 3 clusters Score -493037.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14914 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -493058.625000 Penalty: 876.195679 Iteration 19Q: 3 clusters Score -493058.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14943 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -493076.718750 Penalty: 876.195679 Iteration 20F: 3 clusters Score -493076.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14964 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -493088.406250 Penalty: 876.195679 Iteration 21Q: 3 clusters Score -493088.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14984 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -493100.656250 Penalty: 876.195679 Iteration 22Q: 3 clusters Score -493100.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14996 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -493108.343750 Penalty: 876.195679 Iteration 23Q: 3 clusters Score -493108.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15009 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -493113.062500 Penalty: 876.195679 Iteration 24Q: 3 clusters Score -493113.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15016 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -493117.281250 Penalty: 876.195679 Iteration 25Q: 3 clusters Score -493117.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15020 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -493120.843750 Penalty: 876.195679 Iteration 26Q: 3 clusters Score -493120.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15024 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -493121.312500 Penalty: 876.195679 Iteration 27Q: 3 clusters Score -493121.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15026 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -493121.500000 Penalty: 876.195679 Iteration 28Q: 3 clusters Score -493121.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15027 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -493121.968750 Penalty: 876.195679 Iteration 29Q: 3 clusters Score -493122 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15028 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -493123.281250 Penalty: 876.195679 Iteration 30Q: 3 clusters Score -493123.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15027 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -493123.468750 Penalty: 876.195679 Iteration 31Q: 3 clusters Score -493123.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15027 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -493123.468750 Penalty: 876.195679 Iteration 32F: 3 clusters Score -493123.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (771 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Entering Unmasked Estep Score: -27231.570312 Penalty: 302.469818 Iteration 0F: 2 clusters Score -27231.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -26548.431641 Penalty: 604.939636 Iteration 0F: 3 clusters Score -26548.43 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -26733.105469 Penalty: 604.939636 Iteration 1F: 3 clusters Score -26733.11 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -26764.677734 Penalty: 604.939636 Iteration 2F: 3 clusters Score -26764.68 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -26784.093750 Penalty: 604.939636 Iteration 3Q: 3 clusters Score -26784.09 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -26798.289062 Penalty: 604.939636 Iteration 4Q: 3 clusters Score -26798.29 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -26810.072266 Penalty: 604.939636 Iteration 5Q: 3 clusters Score -26810.07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -26821.904297 Penalty: 604.939636 Iteration 6Q: 3 clusters Score -26821.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -26831.746094 Penalty: 604.939636 Iteration 7Q: 3 clusters Score -26831.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -26839.164062 Penalty: 604.939636 Iteration 8Q: 3 clusters Score -26839.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -26846.679688 Penalty: 604.939636 Iteration 9Q: 3 clusters Score -26846.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -26854.810547 Penalty: 604.939636 Iteration 10Q: 3 clusters Score -26854.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -26860.896484 Penalty: 604.939636 Iteration 11Q: 3 clusters Score -26860.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -26864.466797 Penalty: 604.939636 Iteration 12Q: 3 clusters Score -26864.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -26869.296875 Penalty: 604.939636 Iteration 13Q: 3 clusters Score -26869.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -26875.457031 Penalty: 604.939636 Iteration 14Q: 3 clusters Score -26875.46 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -26880.279297 Penalty: 604.939636 Iteration 15Q: 3 clusters Score -26880.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -26883.548828 Penalty: 604.939636 Iteration 16Q: 3 clusters Score -26883.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -26886.062500 Penalty: 604.939636 Iteration 17Q: 3 clusters Score -26886.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26889.789062 Penalty: 604.939636 Iteration 18Q: 3 clusters Score -26889.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -26893.736328 Penalty: 604.939636 Iteration 19Q: 3 clusters Score -26893.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -26903.177734 Penalty: 604.939636 Iteration 20F: 3 clusters Score -26903.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -26907.291016 Penalty: 604.939636 Iteration 21Q: 3 clusters Score -26907.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -26910.162109 Penalty: 604.939636 Iteration 22Q: 3 clusters Score -26910.16 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26912.871094 Penalty: 604.939636 Iteration 23Q: 3 clusters Score -26912.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -26914.208984 Penalty: 604.939636 Iteration 24Q: 3 clusters Score -26914.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -26916.957031 Penalty: 604.939636 Iteration 25Q: 3 clusters Score -26916.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -26917.693359 Penalty: 604.939636 Iteration 26Q: 3 clusters Score -26917.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -26918.599609 Penalty: 604.939636 Iteration 27Q: 3 clusters Score -26918.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -26918.599609 Penalty: 604.939636 Iteration 28F: 3 clusters Score -26918.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (3907 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Entering Unmasked Estep Score: -122360.046875 Penalty: 376.308899 Iteration 0F: 2 clusters Score -122360 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -119736.359375 Penalty: 752.617798 Iteration 0F: 3 clusters Score -119736.4 nChanged 1694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -120673.375000 Penalty: 752.617798 Iteration 1F: 3 clusters Score -120673.4 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1649 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -120768.789062 Penalty: 752.617798 Iteration 2F: 3 clusters Score -120768.8 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -120879.429688 Penalty: 752.617798 Iteration 3F: 3 clusters Score -120879.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -121037.687500 Penalty: 752.617798 Iteration 4F: 3 clusters Score -121037.7 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -121237.671875 Penalty: 752.617798 Iteration 5F: 3 clusters Score -121237.7 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -121438.062500 Penalty: 752.617798 Iteration 6F: 3 clusters Score -121438.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -121617.929688 Penalty: 752.617798 Iteration 7F: 3 clusters Score -121617.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -121745.890625 Penalty: 752.617798 Iteration 8Q: 3 clusters Score -121745.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 3465 members Entering Unmasked Estep Score: -121846.007812 Penalty: 752.617798 Iteration 9Q: 3 clusters Score -121846 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -121918.906250 Penalty: 752.617798 Iteration 10Q: 3 clusters Score -121918.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -121975.742188 Penalty: 752.617798 Iteration 11Q: 3 clusters Score -121975.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -122013.140625 Penalty: 752.617798 Iteration 12Q: 3 clusters Score -122013.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -122034.257812 Penalty: 752.617798 Iteration 13Q: 3 clusters Score -122034.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -122059.304688 Penalty: 752.617798 Iteration 14Q: 3 clusters Score -122059.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -122082.796875 Penalty: 752.617798 Iteration 15Q: 3 clusters Score -122082.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -122100.281250 Penalty: 752.617798 Iteration 16Q: 3 clusters Score -122100.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -122114.984375 Penalty: 752.617798 Iteration 17Q: 3 clusters Score -122115 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -122122.273438 Penalty: 752.617798 Iteration 18Q: 3 clusters Score -122122.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -122125.132812 Penalty: 752.617798 Iteration 19Q: 3 clusters Score -122125.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -122128.203125 Penalty: 752.617798 Iteration 20F: 3 clusters Score -122128.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -122131.515625 Penalty: 752.617798 Iteration 21Q: 3 clusters Score -122131.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -122134.312500 Penalty: 752.617798 Iteration 22Q: 3 clusters Score -122134.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -122134.820312 Penalty: 752.617798 Iteration 23Q: 3 clusters Score -122134.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -122135.046875 Penalty: 752.617798 Iteration 24Q: 3 clusters Score -122135 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -122135.835938 Penalty: 752.617798 Iteration 25Q: 3 clusters Score -122135.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -122135.828125 Penalty: 752.617798 Iteration 26Q: 3 clusters Score -122135.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 3573 members Entering Unmasked Estep Score: -122135.828125 Penalty: 752.617798 Iteration 27F: 3 clusters Score -122135.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Entering Unmasked Estep Score: -99297.507812 Penalty: 368.983429 Iteration 0F: 2 clusters Score -99297.51 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -97029.578125 Penalty: 737.966858 Iteration 0F: 3 clusters Score -97029.58 nChanged 1448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -97816.500000 Penalty: 737.966858 Iteration 1F: 3 clusters Score -97816.5 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -97964.914062 Penalty: 737.966858 Iteration 2F: 3 clusters Score -97964.91 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -98147.437500 Penalty: 737.966858 Iteration 3F: 3 clusters Score -98147.44 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -98376.218750 Penalty: 737.966858 Iteration 4F: 3 clusters Score -98376.22 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -98578.585938 Penalty: 737.966858 Iteration 5F: 3 clusters Score -98578.59 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -98730.054688 Penalty: 737.966858 Iteration 6F: 3 clusters Score -98730.05 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -98848.507812 Penalty: 737.966858 Iteration 7Q: 3 clusters Score -98848.51 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -98912.695312 Penalty: 737.966858 Iteration 8Q: 3 clusters Score -98912.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -98944.351562 Penalty: 737.966858 Iteration 9Q: 3 clusters Score -98944.35 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -98968.515625 Penalty: 737.966858 Iteration 10Q: 3 clusters Score -98968.52 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -98990.078125 Penalty: 737.966858 Iteration 11Q: 3 clusters Score -98990.08 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -99006.750000 Penalty: 737.966858 Iteration 12Q: 3 clusters Score -99006.75 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -99025.867188 Penalty: 737.966858 Iteration 13Q: 3 clusters Score -99025.87 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -99038.820312 Penalty: 737.966858 Iteration 14Q: 3 clusters Score -99038.82 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -99053.476562 Penalty: 737.966858 Iteration 15Q: 3 clusters Score -99053.48 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -99061.539062 Penalty: 737.966858 Iteration 16Q: 3 clusters Score -99061.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -99066.953125 Penalty: 737.966858 Iteration 17Q: 3 clusters Score -99066.95 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -99071.960938 Penalty: 737.966858 Iteration 18Q: 3 clusters Score -99071.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -99073.953125 Penalty: 737.966858 Iteration 19Q: 3 clusters Score -99073.95 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -99076.335938 Penalty: 737.966858 Iteration 20F: 3 clusters Score -99076.34 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -99077.851562 Penalty: 737.966858 Iteration 21Q: 3 clusters Score -99077.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2750 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -99079.296875 Penalty: 737.966858 Iteration 22Q: 3 clusters Score -99079.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -99080.843750 Penalty: 737.966858 Iteration 23Q: 3 clusters Score -99080.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -99080.898438 Penalty: 737.966858 Iteration 24Q: 3 clusters Score -99080.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -99081.437500 Penalty: 737.966858 Iteration 25Q: 3 clusters Score -99081.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -99081.812500 Penalty: 737.966858 Iteration 26Q: 3 clusters Score -99081.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -99081.757812 Penalty: 737.966858 Iteration 27Q: 3 clusters Score -99081.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -99082.023438 Penalty: 737.966858 Iteration 28Q: 3 clusters Score -99082.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -99082.250000 Penalty: 737.966858 Iteration 29Q: 3 clusters Score -99082.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -99082.539062 Penalty: 737.966858 Iteration 30Q: 3 clusters Score -99082.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -99082.765625 Penalty: 737.966858 Iteration 31Q: 3 clusters Score -99082.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -99083.257812 Penalty: 737.966858 Iteration 32Q: 3 clusters Score -99083.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -99084.164062 Penalty: 737.966858 Iteration 33Q: 3 clusters Score -99084.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -99084.492188 Penalty: 737.966858 Iteration 34Q: 3 clusters Score -99084.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -99084.968750 Penalty: 737.966858 Iteration 35Q: 3 clusters Score -99084.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -99084.968750 Penalty: 737.966858 Iteration 36F: 3 clusters Score -99084.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1632 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Entering Unmasked Estep Score: -44329.367188 Penalty: 336.589050 Iteration 0F: 2 clusters Score -44329.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -43131.453125 Penalty: 673.178101 Iteration 0F: 3 clusters Score -43131.45 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -43533.863281 Penalty: 673.178101 Iteration 1F: 3 clusters Score -43533.86 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -43596.386719 Penalty: 673.178101 Iteration 2F: 3 clusters Score -43596.39 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -43649.976562 Penalty: 673.178101 Iteration 3F: 3 clusters Score -43649.98 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -43699.832031 Penalty: 673.178101 Iteration 4F: 3 clusters Score -43699.83 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -43749.480469 Penalty: 673.178101 Iteration 5Q: 3 clusters Score -43749.48 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -43795.007812 Penalty: 673.178101 Iteration 6Q: 3 clusters Score -43795.01 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -43827.710938 Penalty: 673.178101 Iteration 7Q: 3 clusters Score -43827.71 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -43856.519531 Penalty: 673.178101 Iteration 8Q: 3 clusters Score -43856.52 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -43882.117188 Penalty: 673.178101 Iteration 9Q: 3 clusters Score -43882.12 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -43906.070312 Penalty: 673.178101 Iteration 10Q: 3 clusters Score -43906.07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -43925.050781 Penalty: 673.178101 Iteration 11Q: 3 clusters Score -43925.05 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -43941.281250 Penalty: 673.178101 Iteration 12Q: 3 clusters Score -43941.28 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -43960.824219 Penalty: 673.178101 Iteration 13Q: 3 clusters Score -43960.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -43978.812500 Penalty: 673.178101 Iteration 14Q: 3 clusters Score -43978.81 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -43995.035156 Penalty: 673.178101 Iteration 15Q: 3 clusters Score -43995.04 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -44022.656250 Penalty: 673.178101 Iteration 16Q: 3 clusters Score -44022.66 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -44037.789062 Penalty: 673.178101 Iteration 17Q: 3 clusters Score -44037.79 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -44051.152344 Penalty: 673.178101 Iteration 18Q: 3 clusters Score -44051.15 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -44063.875000 Penalty: 673.178101 Iteration 19Q: 3 clusters Score -44063.88 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -44076.164062 Penalty: 673.178101 Iteration 20F: 3 clusters Score -44076.16 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -44085.492188 Penalty: 673.178101 Iteration 21Q: 3 clusters Score -44085.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -44092.578125 Penalty: 673.178101 Iteration 22Q: 3 clusters Score -44092.58 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -44097.632812 Penalty: 673.178101 Iteration 23Q: 3 clusters Score -44097.63 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -44102.750000 Penalty: 673.178101 Iteration 24Q: 3 clusters Score -44102.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -44104.984375 Penalty: 673.178101 Iteration 25Q: 3 clusters Score -44104.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -44108.609375 Penalty: 673.178101 Iteration 26Q: 3 clusters Score -44108.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -44111.296875 Penalty: 673.178101 Iteration 27Q: 3 clusters Score -44111.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -44114.582031 Penalty: 673.178101 Iteration 28Q: 3 clusters Score -44114.58 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -44115.738281 Penalty: 673.178101 Iteration 29Q: 3 clusters Score -44115.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -44115.738281 Penalty: 673.178101 Iteration 30F: 3 clusters Score -44115.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Entering Unmasked Estep Score: -57456.328125 Penalty: 337.225800 Iteration 0F: 2 clusters Score -57456.33 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 854 members Entering Unmasked Estep Score: -56238.843750 Penalty: 674.451599 Iteration 0F: 3 clusters Score -56238.84 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -56645.890625 Penalty: 674.451599 Iteration 1F: 3 clusters Score -56645.89 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -56716.976562 Penalty: 674.451599 Iteration 2F: 3 clusters Score -56716.98 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -56787.812500 Penalty: 674.451599 Iteration 3F: 3 clusters Score -56787.81 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -56852.531250 Penalty: 674.451599 Iteration 4Q: 3 clusters Score -56852.53 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -56897.652344 Penalty: 674.451599 Iteration 5Q: 3 clusters Score -56897.65 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -56946.667969 Penalty: 674.451599 Iteration 6Q: 3 clusters Score -56946.67 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -56979.429688 Penalty: 674.451599 Iteration 7Q: 3 clusters Score -56979.43 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -56991.621094 Penalty: 674.451599 Iteration 8Q: 3 clusters Score -56991.62 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -56999.402344 Penalty: 674.451599 Iteration 9Q: 3 clusters Score -56999.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -57005.906250 Penalty: 674.451599 Iteration 10Q: 3 clusters Score -57005.91 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -57008.406250 Penalty: 674.451599 Iteration 11Q: 3 clusters Score -57008.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -57011.726562 Penalty: 674.451599 Iteration 12Q: 3 clusters Score -57011.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -57013.679688 Penalty: 674.451599 Iteration 13Q: 3 clusters Score -57013.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -57014.617188 Penalty: 674.451599 Iteration 14Q: 3 clusters Score -57014.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -57015.738281 Penalty: 674.451599 Iteration 15Q: 3 clusters Score -57015.74 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -57016.238281 Penalty: 674.451599 Iteration 16Q: 3 clusters Score -57016.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -57016.839844 Penalty: 674.451599 Iteration 17Q: 3 clusters Score -57016.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -57017.117188 Penalty: 674.451599 Iteration 18Q: 3 clusters Score -57017.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -57017.273438 Penalty: 674.451599 Iteration 19Q: 3 clusters Score -57017.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -57017.585938 Penalty: 674.451599 Iteration 20F: 3 clusters Score -57017.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1821 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1821 members Entering Unmasked Estep Score: -54348.589844 Penalty: 341.574921 Iteration 0F: 2 clusters Score -54348.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -53008.578125 Penalty: 683.149841 Iteration 0F: 3 clusters Score -53008.58 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -53521.433594 Penalty: 683.149841 Iteration 1F: 3 clusters Score -53521.43 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -53686.636719 Penalty: 683.149841 Iteration 2F: 3 clusters Score -53686.64 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -53806.964844 Penalty: 683.149841 Iteration 3F: 3 clusters Score -53806.96 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -53901.964844 Penalty: 683.149841 Iteration 4F: 3 clusters Score -53901.96 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -53964.003906 Penalty: 683.149841 Iteration 5Q: 3 clusters Score -53964 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -54022.156250 Penalty: 683.149841 Iteration 6Q: 3 clusters Score -54022.16 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -54051.074219 Penalty: 683.149841 Iteration 7Q: 3 clusters Score -54051.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -54070.386719 Penalty: 683.149841 Iteration 8Q: 3 clusters Score -54070.39 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -54089.402344 Penalty: 683.149841 Iteration 9Q: 3 clusters Score -54089.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -54099.890625 Penalty: 683.149841 Iteration 10Q: 3 clusters Score -54099.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -54110.218750 Penalty: 683.149841 Iteration 11Q: 3 clusters Score -54110.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -54116.117188 Penalty: 683.149841 Iteration 12Q: 3 clusters Score -54116.12 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -54120.472656 Penalty: 683.149841 Iteration 13Q: 3 clusters Score -54120.47 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -54130.015625 Penalty: 683.149841 Iteration 14Q: 3 clusters Score -54130.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -54139.125000 Penalty: 683.149841 Iteration 15Q: 3 clusters Score -54139.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -54143.839844 Penalty: 683.149841 Iteration 16Q: 3 clusters Score -54143.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -54146.992188 Penalty: 683.149841 Iteration 17Q: 3 clusters Score -54146.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1534 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -54149.601562 Penalty: 683.149841 Iteration 18Q: 3 clusters Score -54149.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -54156.675781 Penalty: 683.149841 Iteration 19Q: 3 clusters Score -54156.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -54164.894531 Penalty: 683.149841 Iteration 20F: 3 clusters Score -54164.89 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -54178.445312 Penalty: 683.149841 Iteration 21Q: 3 clusters Score -54178.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -54181.820312 Penalty: 683.149841 Iteration 22Q: 3 clusters Score -54181.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -54186.078125 Penalty: 683.149841 Iteration 23Q: 3 clusters Score -54186.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -54187.804688 Penalty: 683.149841 Iteration 24Q: 3 clusters Score -54187.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -54188.257812 Penalty: 683.149841 Iteration 25Q: 3 clusters Score -54188.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -54189.421875 Penalty: 683.149841 Iteration 26Q: 3 clusters Score -54189.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1585 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -54190.925781 Penalty: 683.149841 Iteration 27Q: 3 clusters Score -54190.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -54191.660156 Penalty: 683.149841 Iteration 28Q: 3 clusters Score -54191.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -54191.824219 Penalty: 683.149841 Iteration 29Q: 3 clusters Score -54191.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -54192.167969 Penalty: 683.149841 Iteration 30Q: 3 clusters Score -54192.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -54192.699219 Penalty: 683.149841 Iteration 31Q: 3 clusters Score -54192.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -54193.230469 Penalty: 683.149841 Iteration 32Q: 3 clusters Score -54193.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -54193.718750 Penalty: 683.149841 Iteration 33Q: 3 clusters Score -54193.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -54193.812500 Penalty: 683.149841 Iteration 34Q: 3 clusters Score -54193.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -54193.812500 Penalty: 683.149841 Iteration 35F: 3 clusters Score -54193.81 nChanged 0 20->13 Clusters: Score -2383193.250000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... --- Clustering full data set of 77658 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 3880 members Mstep: Class 3 contains 3791 members Mstep: Class 4 contains 3880 members Mstep: Class 5 contains 3877 members Mstep: Class 6 contains 3843 members Mstep: Class 7 contains 3962 members Mstep: Class 8 contains 3744 members Mstep: Class 9 contains 3833 members Mstep: Class 10 contains 3971 members Mstep: Class 11 contains 3849 members Mstep: Class 12 contains 3918 members Mstep: Class 13 contains 3898 members Mstep: Class 14 contains 3896 members Mstep: Class 15 contains 3999 members Mstep: Class 16 contains 3907 members Mstep: Class 17 contains 3815 members Mstep: Class 18 contains 3861 members Mstep: Class 19 contains 3909 members Mstep: Class 20 contains 3934 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 93.602539 but Gain 512.333008 Score: -2100927.000000 Penalty: 9734.330078 Iteration 0F: 20 clusters Score -2100927 nChanged 72834 Entering Unmasked Mstep Mstep: Class 0 contains 43 members Mstep: Class 1 contains 2878 members Mstep: Class 2 contains 4894 members Mstep: Class 3 contains 1982 members Mstep: Class 4 contains 2621 members Mstep: Class 5 contains 3759 members Mstep: Class 6 contains 3650 members Mstep: Class 7 contains 3054 members Mstep: Class 8 contains 3596 members Mstep: Class 9 contains 3607 members Mstep: Class 10 contains 7055 members Mstep: Class 11 contains 5507 members Mstep: Class 12 contains 3755 members Mstep: Class 14 contains 4503 members Mstep: Class 15 contains 4217 members Mstep: Class 16 contains 3809 members Mstep: Class 17 contains 4130 members Mstep: Class 18 contains 1831 members Mstep: Class 19 contains 4896 members Mstep: Class 20 contains 7871 members Entering Unmasked Estep ConsiderDeletion Score: -2262949.250000 Penalty: 9734.330078 Iteration 1F: 20 clusters Score -2262949 nChanged 21283 Entering Unmasked Mstep Mstep: Class 0 contains 30 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 4733 members Mstep: Class 3 contains 1416 members Mstep: Class 4 contains 2049 members Mstep: Class 5 contains 3100 members Mstep: Class 6 contains 2799 members Mstep: Class 7 contains 2565 members Mstep: Class 8 contains 3433 members Mstep: Class 9 contains 2883 members Mstep: Class 10 contains 8472 members Mstep: Class 11 contains 8930 members Mstep: Class 12 contains 4814 members Mstep: Class 14 contains 4036 members Mstep: Class 15 contains 3374 members Mstep: Class 16 contains 3661 members Mstep: Class 17 contains 4387 members Mstep: Class 18 contains 1388 members Mstep: Class 19 contains 4993 members Mstep: Class 20 contains 8471 members Entering Unmasked Estep ConsiderDeletion Score: -2294515.500000 Penalty: 9734.330078 Iteration 2F: 20 clusters Score -2294516 nChanged 17527 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 4491 members Mstep: Class 3 contains 1007 members Mstep: Class 4 contains 1504 members Mstep: Class 5 contains 2394 members Mstep: Class 6 contains 2305 members Mstep: Class 7 contains 2124 members Mstep: Class 8 contains 3252 members Mstep: Class 9 contains 2108 members Mstep: Class 10 contains 10610 members Mstep: Class 11 contains 12237 members Mstep: Class 12 contains 6021 members Mstep: Class 14 contains 3244 members Mstep: Class 15 contains 2518 members Mstep: Class 16 contains 3685 members Mstep: Class 17 contains 4006 members Mstep: Class 18 contains 1103 members Mstep: Class 19 contains 5341 members Mstep: Class 20 contains 8171 members Entering Unmasked Estep ConsiderDeletion Score: -2314312.500000 Penalty: 9734.330078 Iteration 3F: 20 clusters Score -2314312 nChanged 13467 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 4288 members Mstep: Class 3 contains 741 members Mstep: Class 4 contains 1008 members Mstep: Class 5 contains 1890 members Mstep: Class 6 contains 2086 members Mstep: Class 7 contains 1694 members Mstep: Class 8 contains 3090 members Mstep: Class 9 contains 1571 members Mstep: Class 10 contains 12591 members Mstep: Class 11 contains 14307 members Mstep: Class 12 contains 6689 members Mstep: Class 14 contains 2626 members Mstep: Class 15 contains 1884 members Mstep: Class 16 contains 3728 members Mstep: Class 17 contains 3649 members Mstep: Class 18 contains 964 members Mstep: Class 19 contains 6074 members Mstep: Class 20 contains 7666 members Entering Unmasked Estep ConsiderDeletion Score: -2327115.250000 Penalty: 9734.330078 Iteration 4F: 20 clusters Score -2327115 nChanged 10817 Entering Unmasked Mstep Mstep: Class 0 contains 12 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 4121 members Mstep: Class 3 contains 521 members Mstep: Class 4 contains 638 members Mstep: Class 5 contains 1483 members Mstep: Class 6 contains 1830 members Mstep: Class 7 contains 1279 members Mstep: Class 8 contains 2863 members Mstep: Class 9 contains 1136 members Mstep: Class 10 contains 14145 members Mstep: Class 11 contains 15311 members Mstep: Class 12 contains 7120 members Mstep: Class 14 contains 2268 members Mstep: Class 15 contains 1417 members Mstep: Class 16 contains 3651 members Mstep: Class 17 contains 4046 members Mstep: Class 18 contains 888 members Mstep: Class 19 contains 7141 members Mstep: Class 20 contains 6948 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 414.892853 but Gain 512.333008 Score: -2338859.000000 Penalty: 9221.997070 Iteration 5F: 19 clusters Score -2338859 nChanged 10051 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 3838 members Mstep: Class 4 contains 419 members Mstep: Class 5 contains 1104 members Mstep: Class 6 contains 1426 members Mstep: Class 7 contains 888 members Mstep: Class 8 contains 2470 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 15693 members Mstep: Class 11 contains 15683 members Mstep: Class 12 contains 7328 members Mstep: Class 14 contains 2112 members Mstep: Class 15 contains 982 members Mstep: Class 16 contains 3447 members Mstep: Class 17 contains 5689 members Mstep: Class 18 contains 833 members Mstep: Class 19 contains 8354 members Mstep: Class 20 contains 5896 members Entering Unmasked Estep ConsiderDeletion Score: -2349210.500000 Penalty: 9221.997070 Iteration 6F: 19 clusters Score -2349210 nChanged 8680 Entering Unmasked Mstep Mstep: Class 0 contains 10 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 3345 members Mstep: Class 4 contains 307 members Mstep: Class 5 contains 744 members Mstep: Class 6 contains 973 members Mstep: Class 7 contains 541 members Mstep: Class 8 contains 2059 members Mstep: Class 9 contains 576 members Mstep: Class 10 contains 17163 members Mstep: Class 11 contains 15798 members Mstep: Class 12 contains 7402 members Mstep: Class 14 contains 2002 members Mstep: Class 15 contains 620 members Mstep: Class 16 contains 3054 members Mstep: Class 17 contains 7770 members Mstep: Class 18 contains 761 members Mstep: Class 19 contains 9442 members Mstep: Class 20 contains 4508 members Entering Unmasked Estep ConsiderDeletion Deleting Class 7. Lose 376.001923 but Gain 512.333008 Score: -2357380.750000 Penalty: 8709.664062 Iteration 7F: 18 clusters Score -2357381 nChanged 7532 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 2803 members Mstep: Class 4 contains 313 members Mstep: Class 5 contains 459 members Mstep: Class 6 contains 573 members Mstep: Class 8 contains 1746 members Mstep: Class 9 contains 433 members Mstep: Class 10 contains 18476 members Mstep: Class 11 contains 15832 members Mstep: Class 12 contains 7360 members Mstep: Class 14 contains 1920 members Mstep: Class 15 contains 415 members Mstep: Class 16 contains 2661 members Mstep: Class 17 contains 9905 members Mstep: Class 18 contains 669 members Mstep: Class 19 contains 10432 members Mstep: Class 20 contains 3153 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 303.062042 but Gain 512.333008 Score: -2364482.250000 Penalty: 8197.331055 Iteration 8F: 17 clusters Score -2364482 nChanged 5956 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 2219 members Mstep: Class 4 contains 372 members Mstep: Class 6 contains 346 members Mstep: Class 8 contains 1513 members Mstep: Class 9 contains 344 members Mstep: Class 10 contains 19598 members Mstep: Class 11 contains 15826 members Mstep: Class 12 contains 7142 members Mstep: Class 14 contains 1814 members Mstep: Class 15 contains 290 members Mstep: Class 16 contains 2360 members Mstep: Class 17 contains 11704 members Mstep: Class 18 contains 571 members Mstep: Class 19 contains 11132 members Mstep: Class 20 contains 2023 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 343.754822 but Gain 512.333496 Score: -2369756.750000 Penalty: 7684.997559 Iteration 9F: 16 clusters Score -2369757 nChanged 4371 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 1762 members Mstep: Class 4 contains 472 members Mstep: Class 6 contains 259 members Mstep: Class 8 contains 1354 members Mstep: Class 9 contains 307 members Mstep: Class 10 contains 20479 members Mstep: Class 11 contains 15778 members Mstep: Class 12 contains 6853 members Mstep: Class 14 contains 1653 members Mstep: Class 16 contains 2074 members Mstep: Class 17 contains 12963 members Mstep: Class 18 contains 476 members Mstep: Class 19 contains 11625 members Mstep: Class 20 contains 1284 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 372.062347 but Gain 512.333008 Score: -2373293.250000 Penalty: 7172.664551 Iteration 10F: 15 clusters Score -2373293 nChanged 3243 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 2 contains 1497 members Mstep: Class 4 contains 562 members Mstep: Class 6 contains 219 members Mstep: Class 8 contains 1230 members Mstep: Class 9 contains 254 members Mstep: Class 10 contains 21235 members Mstep: Class 11 contains 15687 members Mstep: Class 12 contains 6554 members Mstep: Class 14 contains 1479 members Mstep: Class 16 contains 1897 members Mstep: Class 17 contains 13895 members Mstep: Class 18 contains 413 members Mstep: Class 19 contains 11815 members Mstep: Class 20 contains 918 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 361.383392 but Gain 512.333008 Score: -2375669.000000 Penalty: 6660.331543 Iteration 11Q: 14 clusters Score -2375669 nChanged 2452 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 2 contains 1303 members Mstep: Class 4 contains 647 members Mstep: Class 8 contains 1138 members Mstep: Class 9 contains 217 members Mstep: Class 10 contains 21877 members Mstep: Class 11 contains 15578 members Mstep: Class 12 contains 6265 members Mstep: Class 14 contains 1338 members Mstep: Class 16 contains 1768 members Mstep: Class 17 contains 14491 members Mstep: Class 18 contains 363 members Mstep: Class 19 contains 11918 members Mstep: Class 20 contains 752 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 339.990814 but Gain 512.333496 Score: -2377261.250000 Penalty: 6147.998047 Iteration 12Q: 13 clusters Score -2377261 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 2 contains 1121 members Mstep: Class 4 contains 727 members Mstep: Class 8 contains 1034 members Mstep: Class 10 contains 22512 members Mstep: Class 11 contains 15465 members Mstep: Class 12 contains 5958 members Mstep: Class 14 contains 1233 members Mstep: Class 16 contains 1697 members Mstep: Class 17 contains 14847 members Mstep: Class 18 contains 326 members Mstep: Class 19 contains 12009 members Mstep: Class 20 contains 726 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 374.651855 but Gain 512.333008 Score: -2378401.750000 Penalty: 5635.665039 Iteration 13Q: 12 clusters Score -2378402 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 2 contains 988 members Mstep: Class 4 contains 763 members Mstep: Class 8 contains 938 members Mstep: Class 10 contains 23176 members Mstep: Class 11 contains 15346 members Mstep: Class 12 contains 5672 members Mstep: Class 14 contains 1147 members Mstep: Class 16 contains 1625 members Mstep: Class 17 contains 15074 members Mstep: Class 19 contains 12230 members Mstep: Class 20 contains 696 members Entering Unmasked Estep ConsiderDeletion Score: -2379267.750000 Penalty: 5635.665039 Iteration 14Q: 12 clusters Score -2379268 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 3 members Mstep: Class 2 contains 894 members Mstep: Class 4 contains 805 members Mstep: Class 8 contains 849 members Mstep: Class 10 contains 23734 members Mstep: Class 11 contains 15228 members Mstep: Class 12 contains 5360 members Mstep: Class 14 contains 1071 members Mstep: Class 16 contains 1535 members Mstep: Class 17 contains 15226 members Mstep: Class 19 contains 12257 members Mstep: Class 20 contains 696 members Entering Unmasked Estep ConsiderDeletion Score: -2379654.750000 Penalty: 5635.665039 Iteration 15Q: 12 clusters Score -2379655 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 4 members Mstep: Class 2 contains 821 members Mstep: Class 4 contains 841 members Mstep: Class 8 contains 763 members Mstep: Class 10 contains 24269 members Mstep: Class 11 contains 15127 members Mstep: Class 12 contains 5050 members Mstep: Class 14 contains 1003 members Mstep: Class 16 contains 1456 members Mstep: Class 17 contains 15326 members Mstep: Class 19 contains 12276 members Mstep: Class 20 contains 722 members Entering Unmasked Estep ConsiderDeletion Score: -2380035.250000 Penalty: 5635.665039 Iteration 16Q: 12 clusters Score -2380035 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 5 members Mstep: Class 2 contains 773 members Mstep: Class 4 contains 886 members Mstep: Class 8 contains 699 members Mstep: Class 10 contains 24754 members Mstep: Class 11 contains 15037 members Mstep: Class 12 contains 4768 members Mstep: Class 14 contains 947 members Mstep: Class 16 contains 1386 members Mstep: Class 17 contains 15398 members Mstep: Class 19 contains 12261 members Mstep: Class 20 contains 744 members Entering Unmasked Estep ConsiderDeletion Score: -2380341.250000 Penalty: 5635.665039 Iteration 17Q: 12 clusters Score -2380341 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 731 members Mstep: Class 4 contains 933 members Mstep: Class 8 contains 648 members Mstep: Class 10 contains 25246 members Mstep: Class 11 contains 14956 members Mstep: Class 12 contains 4485 members Mstep: Class 14 contains 902 members Mstep: Class 16 contains 1321 members Mstep: Class 17 contains 15450 members Mstep: Class 19 contains 12211 members Mstep: Class 20 contains 768 members Entering Unmasked Estep ConsiderDeletion Score: -2380624.000000 Penalty: 5635.665039 Iteration 18Q: 12 clusters Score -2380624 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 709 members Mstep: Class 4 contains 973 members Mstep: Class 8 contains 603 members Mstep: Class 10 contains 25748 members Mstep: Class 11 contains 14862 members Mstep: Class 12 contains 4222 members Mstep: Class 14 contains 845 members Mstep: Class 16 contains 1273 members Mstep: Class 17 contains 15483 members Mstep: Class 19 contains 12147 members Mstep: Class 20 contains 786 members Entering Unmasked Estep ConsiderDeletion Score: -2380858.500000 Penalty: 5635.665039 Iteration 19Q: 12 clusters Score -2380858 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 674 members Mstep: Class 4 contains 1013 members Mstep: Class 8 contains 572 members Mstep: Class 10 contains 26198 members Mstep: Class 11 contains 14767 members Mstep: Class 12 contains 3984 members Mstep: Class 14 contains 795 members Mstep: Class 16 contains 1243 members Mstep: Class 17 contains 15527 members Mstep: Class 19 contains 12084 members Mstep: Class 20 contains 794 members Entering Unmasked Estep ConsiderDeletion Score: -2381088.000000 Penalty: 5635.665039 Iteration 20F: 12 clusters Score -2381088 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 649 members Mstep: Class 4 contains 1038 members Mstep: Class 8 contains 557 members Mstep: Class 10 contains 26650 members Mstep: Class 11 contains 14659 members Mstep: Class 12 contains 3738 members Mstep: Class 14 contains 753 members Mstep: Class 16 contains 1200 members Mstep: Class 17 contains 15560 members Mstep: Class 19 contains 12021 members Mstep: Class 20 contains 826 members Entering Unmasked Estep ConsiderDeletion Score: -2381292.250000 Penalty: 5635.665039 Iteration 21Q: 12 clusters Score -2381292 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 629 members Mstep: Class 4 contains 1060 members Mstep: Class 8 contains 543 members Mstep: Class 10 contains 27095 members Mstep: Class 11 contains 14573 members Mstep: Class 12 contains 3494 members Mstep: Class 14 contains 715 members Mstep: Class 16 contains 1155 members Mstep: Class 17 contains 15581 members Mstep: Class 19 contains 11945 members Mstep: Class 20 contains 861 members Entering Unmasked Estep ConsiderDeletion Score: -2381496.750000 Penalty: 5635.665039 Iteration 22Q: 12 clusters Score -2381497 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 615 members Mstep: Class 4 contains 1075 members Mstep: Class 8 contains 527 members Mstep: Class 10 contains 27505 members Mstep: Class 11 contains 14471 members Mstep: Class 12 contains 3280 members Mstep: Class 14 contains 682 members Mstep: Class 16 contains 1112 members Mstep: Class 17 contains 15601 members Mstep: Class 19 contains 11891 members Mstep: Class 20 contains 892 members Entering Unmasked Estep ConsiderDeletion Score: -2381625.250000 Penalty: 5635.665039 Iteration 23Q: 12 clusters Score -2381625 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 611 members Mstep: Class 4 contains 1089 members Mstep: Class 8 contains 509 members Mstep: Class 10 contains 27912 members Mstep: Class 11 contains 14368 members Mstep: Class 12 contains 3075 members Mstep: Class 14 contains 663 members Mstep: Class 16 contains 1077 members Mstep: Class 17 contains 15609 members Mstep: Class 19 contains 11824 members Mstep: Class 20 contains 914 members Entering Unmasked Estep ConsiderDeletion Score: -2381772.250000 Penalty: 5635.665039 Iteration 24Q: 12 clusters Score -2381772 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 605 members Mstep: Class 4 contains 1098 members Mstep: Class 8 contains 493 members Mstep: Class 10 contains 28327 members Mstep: Class 11 contains 14261 members Mstep: Class 12 contains 2860 members Mstep: Class 14 contains 651 members Mstep: Class 16 contains 1045 members Mstep: Class 17 contains 15621 members Mstep: Class 19 contains 11759 members Mstep: Class 20 contains 931 members Entering Unmasked Estep ConsiderDeletion Score: -2381908.000000 Penalty: 5635.665039 Iteration 25Q: 12 clusters Score -2381908 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 605 members Mstep: Class 4 contains 1107 members Mstep: Class 8 contains 482 members Mstep: Class 10 contains 28700 members Mstep: Class 11 contains 14159 members Mstep: Class 12 contains 2685 members Mstep: Class 14 contains 625 members Mstep: Class 16 contains 1013 members Mstep: Class 17 contains 15626 members Mstep: Class 19 contains 11703 members Mstep: Class 20 contains 946 members Entering Unmasked Estep ConsiderDeletion Score: -2382018.500000 Penalty: 5635.665039 Iteration 26Q: 12 clusters Score -2382018 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 604 members Mstep: Class 4 contains 1115 members Mstep: Class 8 contains 478 members Mstep: Class 10 contains 29052 members Mstep: Class 11 contains 14050 members Mstep: Class 12 contains 2533 members Mstep: Class 14 contains 607 members Mstep: Class 16 contains 983 members Mstep: Class 17 contains 15630 members Mstep: Class 19 contains 11639 members Mstep: Class 20 contains 960 members Entering Unmasked Estep ConsiderDeletion Score: -2382155.750000 Penalty: 5635.665039 Iteration 27Q: 12 clusters Score -2382156 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 605 members Mstep: Class 4 contains 1119 members Mstep: Class 8 contains 471 members Mstep: Class 10 contains 29412 members Mstep: Class 11 contains 13933 members Mstep: Class 12 contains 2361 members Mstep: Class 14 contains 596 members Mstep: Class 16 contains 957 members Mstep: Class 17 contains 15636 members Mstep: Class 19 contains 11590 members Mstep: Class 20 contains 971 members Entering Unmasked Estep ConsiderDeletion Score: -2382296.250000 Penalty: 5635.665039 Iteration 28Q: 12 clusters Score -2382296 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 606 members Mstep: Class 4 contains 1128 members Mstep: Class 8 contains 461 members Mstep: Class 10 contains 29797 members Mstep: Class 11 contains 13814 members Mstep: Class 12 contains 2180 members Mstep: Class 14 contains 586 members Mstep: Class 16 contains 933 members Mstep: Class 17 contains 15641 members Mstep: Class 19 contains 11524 members Mstep: Class 20 contains 981 members Entering Unmasked Estep ConsiderDeletion Score: -2382421.500000 Penalty: 5635.665039 Iteration 29Q: 12 clusters Score -2382422 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 601 members Mstep: Class 4 contains 1138 members Mstep: Class 8 contains 453 members Mstep: Class 10 contains 30153 members Mstep: Class 11 contains 13686 members Mstep: Class 12 contains 2025 members Mstep: Class 14 contains 572 members Mstep: Class 16 contains 912 members Mstep: Class 17 contains 15650 members Mstep: Class 19 contains 11471 members Mstep: Class 20 contains 990 members Entering Unmasked Estep ConsiderDeletion Score: -2382547.000000 Penalty: 5635.665039 Iteration 30Q: 12 clusters Score -2382547 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 597 members Mstep: Class 4 contains 1150 members Mstep: Class 8 contains 449 members Mstep: Class 10 contains 30483 members Mstep: Class 11 contains 13568 members Mstep: Class 12 contains 1883 members Mstep: Class 14 contains 564 members Mstep: Class 16 contains 897 members Mstep: Class 17 contains 15654 members Mstep: Class 19 contains 11407 members Mstep: Class 20 contains 999 members Entering Unmasked Estep ConsiderDeletion Score: -2382666.500000 Penalty: 5635.665039 Iteration 31Q: 12 clusters Score -2382666 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 595 members Mstep: Class 4 contains 1158 members Mstep: Class 8 contains 445 members Mstep: Class 10 contains 30755 members Mstep: Class 11 contains 13461 members Mstep: Class 12 contains 1769 members Mstep: Class 14 contains 558 members Mstep: Class 16 contains 883 members Mstep: Class 17 contains 15661 members Mstep: Class 19 contains 11364 members Mstep: Class 20 contains 1002 members Entering Unmasked Estep ConsiderDeletion Score: -2382750.750000 Penalty: 5635.665039 Iteration 32Q: 12 clusters Score -2382751 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 591 members Mstep: Class 4 contains 1162 members Mstep: Class 8 contains 442 members Mstep: Class 10 contains 31023 members Mstep: Class 11 contains 13342 members Mstep: Class 12 contains 1668 members Mstep: Class 14 contains 548 members Mstep: Class 16 contains 863 members Mstep: Class 17 contains 15664 members Mstep: Class 19 contains 11332 members Mstep: Class 20 contains 1016 members Entering Unmasked Estep ConsiderDeletion Score: -2382845.500000 Penalty: 5635.665039 Iteration 33Q: 12 clusters Score -2382846 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 591 members Mstep: Class 4 contains 1167 members Mstep: Class 8 contains 437 members Mstep: Class 10 contains 31258 members Mstep: Class 11 contains 13223 members Mstep: Class 12 contains 1593 members Mstep: Class 14 contains 538 members Mstep: Class 16 contains 853 members Mstep: Class 17 contains 15663 members Mstep: Class 19 contains 11308 members Mstep: Class 20 contains 1020 members Entering Unmasked Estep ConsiderDeletion Score: -2382906.000000 Penalty: 5635.665039 Iteration 34Q: 12 clusters Score -2382906 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 588 members Mstep: Class 4 contains 1171 members Mstep: Class 8 contains 433 members Mstep: Class 10 contains 31463 members Mstep: Class 11 contains 13111 members Mstep: Class 12 contains 1531 members Mstep: Class 14 contains 529 members Mstep: Class 16 contains 843 members Mstep: Class 17 contains 15659 members Mstep: Class 19 contains 11292 members Mstep: Class 20 contains 1031 members Entering Unmasked Estep ConsiderDeletion Score: -2382943.250000 Penalty: 5635.665039 Iteration 35Q: 12 clusters Score -2382943 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 584 members Mstep: Class 4 contains 1181 members Mstep: Class 8 contains 429 members Mstep: Class 10 contains 31654 members Mstep: Class 11 contains 13001 members Mstep: Class 12 contains 1481 members Mstep: Class 14 contains 522 members Mstep: Class 16 contains 828 members Mstep: Class 17 contains 15660 members Mstep: Class 19 contains 11268 members Mstep: Class 20 contains 1043 members Entering Unmasked Estep ConsiderDeletion Score: -2382995.750000 Penalty: 5635.665039 Iteration 36Q: 12 clusters Score -2382996 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 584 members Mstep: Class 4 contains 1188 members Mstep: Class 8 contains 426 members Mstep: Class 10 contains 31817 members Mstep: Class 11 contains 12891 members Mstep: Class 12 contains 1448 members Mstep: Class 14 contains 519 members Mstep: Class 16 contains 822 members Mstep: Class 17 contains 15657 members Mstep: Class 19 contains 11247 members Mstep: Class 20 contains 1052 members Entering Unmasked Estep ConsiderDeletion Score: -2383032.000000 Penalty: 5635.665039 Iteration 37Q: 12 clusters Score -2383032 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 582 members Mstep: Class 4 contains 1193 members Mstep: Class 8 contains 422 members Mstep: Class 10 contains 31973 members Mstep: Class 11 contains 12802 members Mstep: Class 12 contains 1392 members Mstep: Class 14 contains 517 members Mstep: Class 16 contains 815 members Mstep: Class 17 contains 15653 members Mstep: Class 19 contains 11240 members Mstep: Class 20 contains 1062 members Entering Unmasked Estep ConsiderDeletion Score: -2383079.000000 Penalty: 5635.665039 Iteration 38Q: 12 clusters Score -2383079 nChanged 179 Entering ConstructFrom: Score: -2383079.000000 Penalty: 5635.665039 Entering ConstructFrom: Trying to split cluster 2 (579 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Entering Unmasked Estep Score: -17224.101562 Penalty: 289.439270 Iteration 0F: 2 clusters Score -17224.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -16698.429688 Penalty: 578.878540 Iteration 0F: 3 clusters Score -16698.43 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -16839.322266 Penalty: 578.878540 Iteration 1F: 3 clusters Score -16839.32 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -16871.517578 Penalty: 578.878540 Iteration 2F: 3 clusters Score -16871.52 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -16902.587891 Penalty: 578.878540 Iteration 3F: 3 clusters Score -16902.59 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -16922.123047 Penalty: 578.878540 Iteration 4Q: 3 clusters Score -16922.12 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -16932.099609 Penalty: 578.878540 Iteration 5Q: 3 clusters Score -16932.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -16939.333984 Penalty: 578.878540 Iteration 6Q: 3 clusters Score -16939.33 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -16943.521484 Penalty: 578.878540 Iteration 7Q: 3 clusters Score -16943.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -16945.935547 Penalty: 578.878540 Iteration 8Q: 3 clusters Score -16945.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -16947.103516 Penalty: 578.878540 Iteration 9Q: 3 clusters Score -16947.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -16947.595703 Penalty: 578.878540 Iteration 10Q: 3 clusters Score -16947.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -16948.326172 Penalty: 578.878540 Iteration 11Q: 3 clusters Score -16948.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -16949.378906 Penalty: 578.878540 Iteration 12Q: 3 clusters Score -16949.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -16950.082031 Penalty: 578.878540 Iteration 13Q: 3 clusters Score -16950.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -16951.507812 Penalty: 578.878540 Iteration 14Q: 3 clusters Score -16951.51 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -16952.037109 Penalty: 578.878540 Iteration 15Q: 3 clusters Score -16952.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -16953.488281 Penalty: 578.878540 Iteration 16Q: 3 clusters Score -16953.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -16954.791016 Penalty: 578.878540 Iteration 17Q: 3 clusters Score -16954.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -16954.791016 Penalty: 578.878540 Iteration 18F: 3 clusters Score -16954.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1200 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Entering Unmasked Estep Score: -32034.255859 Penalty: 322.598511 Iteration 0F: 2 clusters Score -32034.26 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -31158.324219 Penalty: 645.197021 Iteration 0F: 3 clusters Score -31158.32 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -31513.597656 Penalty: 645.197021 Iteration 1F: 3 clusters Score -31513.6 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -31607.128906 Penalty: 645.197021 Iteration 2F: 3 clusters Score -31607.13 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -31670.210938 Penalty: 645.197021 Iteration 3F: 3 clusters Score -31670.21 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -31716.222656 Penalty: 645.197021 Iteration 4Q: 3 clusters Score -31716.22 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -31747.121094 Penalty: 645.197021 Iteration 5Q: 3 clusters Score -31747.12 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -31772.060547 Penalty: 645.197021 Iteration 6Q: 3 clusters Score -31772.06 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -31801.671875 Penalty: 645.197021 Iteration 7Q: 3 clusters Score -31801.67 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -31828.628906 Penalty: 645.197021 Iteration 8Q: 3 clusters Score -31828.63 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -31857.541016 Penalty: 645.197021 Iteration 9Q: 3 clusters Score -31857.54 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -31882.955078 Penalty: 645.197021 Iteration 10Q: 3 clusters Score -31882.96 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -31915.583984 Penalty: 645.197021 Iteration 11Q: 3 clusters Score -31915.58 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -31951.351562 Penalty: 645.197021 Iteration 12Q: 3 clusters Score -31951.35 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -31981.205078 Penalty: 645.197021 Iteration 13Q: 3 clusters Score -31981.21 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -32008.171875 Penalty: 645.197021 Iteration 14Q: 3 clusters Score -32008.17 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -32031.763672 Penalty: 645.197021 Iteration 15Q: 3 clusters Score -32031.76 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -32047.689453 Penalty: 645.197021 Iteration 16Q: 3 clusters Score -32047.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -32051.585938 Penalty: 645.197021 Iteration 17Q: 3 clusters Score -32051.59 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -32051.818359 Penalty: 645.197021 Iteration 18Q: 3 clusters Score -32051.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -32051.818359 Penalty: 645.197021 Iteration 19F: 3 clusters Score -32051.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 579 members Mstep: Class 4 contains 70 members Mstep: Class 8 contains 419 members Mstep: Class 10 contains 32099 members Mstep: Class 11 contains 12730 members Mstep: Class 12 contains 1345 members Mstep: Class 14 contains 513 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 15656 members Mstep: Class 19 contains 11235 members Mstep: Class 20 contains 1065 members Entering Unmasked Estep Score: -2382926.750000 Penalty: 6147.998047 Splitting cluster 4 changes total score from -2383079.000000 to -2382926.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Entering Unmasked Estep Score: -14828.147461 Penalty: 274.723114 Iteration 0F: 2 clusters Score -14828.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -14396.405273 Penalty: 549.446228 Iteration 0F: 3 clusters Score -14396.41 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -14503.670898 Penalty: 549.446228 Iteration 1F: 3 clusters Score -14503.67 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14522.417969 Penalty: 549.446228 Iteration 2F: 3 clusters Score -14522.42 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -14532.068359 Penalty: 549.446228 Iteration 3Q: 3 clusters Score -14532.07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -14535.031250 Penalty: 549.446228 Iteration 4Q: 3 clusters Score -14535.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14536.673828 Penalty: 549.446228 Iteration 5Q: 3 clusters Score -14536.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -14539.057617 Penalty: 549.446228 Iteration 6Q: 3 clusters Score -14539.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -14542.841797 Penalty: 549.446228 Iteration 7Q: 3 clusters Score -14542.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -14545.711914 Penalty: 549.446228 Iteration 8Q: 3 clusters Score -14545.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -14546.950195 Penalty: 549.446228 Iteration 9Q: 3 clusters Score -14546.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14547.228516 Penalty: 549.446228 Iteration 10Q: 3 clusters Score -14547.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14547.228516 Penalty: 549.446228 Iteration 11F: 3 clusters Score -14547.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (32099 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32099 members Entering Unmasked Estep Score: -1046539.250000 Penalty: 472.134399 Iteration 0F: 2 clusters Score -1046539 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16025 members Mstep: Class 2 contains 16074 members Entering Unmasked Estep Score: -1025193.187500 Penalty: 944.268799 Iteration 0F: 3 clusters Score -1025193 nChanged 15472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15495 members Mstep: Class 2 contains 16604 members Entering Unmasked Estep Score: -1033844.812500 Penalty: 944.268799 Iteration 1F: 3 clusters Score -1033845 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15167 members Mstep: Class 2 contains 16932 members Entering Unmasked Estep Score: -1034204.687500 Penalty: 944.268799 Iteration 2Q: 3 clusters Score -1034205 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14715 members Mstep: Class 2 contains 17384 members Entering Unmasked Estep Score: -1034592.500000 Penalty: 944.268799 Iteration 3Q: 3 clusters Score -1034592 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 18041 members Entering Unmasked Estep Score: -1035131.000000 Penalty: 944.268799 Iteration 4Q: 3 clusters Score -1035131 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13122 members Mstep: Class 2 contains 18977 members Entering Unmasked Estep Score: -1035952.687500 Penalty: 944.268799 Iteration 5Q: 3 clusters Score -1035953 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11875 members Mstep: Class 2 contains 20224 members Entering Unmasked Estep Score: -1037162.562500 Penalty: 944.268799 Iteration 6F: 3 clusters Score -1037163 nChanged 2008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10473 members Mstep: Class 2 contains 21626 members Entering Unmasked Estep Score: -1038695.375000 Penalty: 944.268799 Iteration 7F: 3 clusters Score -1038695 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9188 members Mstep: Class 2 contains 22911 members Entering Unmasked Estep Score: -1040142.750000 Penalty: 944.268799 Iteration 8F: 3 clusters Score -1040143 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 23952 members Entering Unmasked Estep Score: -1041184.812500 Penalty: 944.268799 Iteration 9F: 3 clusters Score -1041185 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 24812 members Entering Unmasked Estep Score: -1041829.687500 Penalty: 944.268799 Iteration 10Q: 3 clusters Score -1041830 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6488 members Mstep: Class 2 contains 25611 members Entering Unmasked Estep Score: -1042281.937500 Penalty: 944.268799 Iteration 11Q: 3 clusters Score -1042282 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5698 members Mstep: Class 2 contains 26401 members Entering Unmasked Estep Score: -1042677.937500 Penalty: 944.268799 Iteration 12Q: 3 clusters Score -1042678 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4930 members Mstep: Class 2 contains 27169 members Entering Unmasked Estep Score: -1043083.562500 Penalty: 944.268799 Iteration 13Q: 3 clusters Score -1043084 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4186 members Mstep: Class 2 contains 27913 members Entering Unmasked Estep Score: -1043505.687500 Penalty: 944.268799 Iteration 14Q: 3 clusters Score -1043506 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 28639 members Entering Unmasked Estep Score: -1043942.375000 Penalty: 944.268799 Iteration 15Q: 3 clusters Score -1043942 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 29312 members Entering Unmasked Estep Score: -1044375.250000 Penalty: 944.268799 Iteration 16Q: 3 clusters Score -1044375 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 29930 members Entering Unmasked Estep Score: -1044776.500000 Penalty: 944.268799 Iteration 17Q: 3 clusters Score -1044776 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 30440 members Entering Unmasked Estep Score: -1045106.187500 Penalty: 944.268799 Iteration 18Q: 3 clusters Score -1045106 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 30868 members Entering Unmasked Estep Score: -1045389.250000 Penalty: 944.268799 Iteration 19Q: 3 clusters Score -1045389 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 31204 members Entering Unmasked Estep Score: -1045622.687500 Penalty: 944.268799 Iteration 20F: 3 clusters Score -1045623 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 31436 members Entering Unmasked Estep Score: -1045768.937500 Penalty: 944.268799 Iteration 21Q: 3 clusters Score -1045769 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 31616 members Entering Unmasked Estep Score: -1045883.250000 Penalty: 944.268799 Iteration 22Q: 3 clusters Score -1045883 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 31745 members Entering Unmasked Estep Score: -1045961.687500 Penalty: 944.268799 Iteration 23Q: 3 clusters Score -1045962 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 31836 members Entering Unmasked Estep Score: -1046024.937500 Penalty: 944.268799 Iteration 24Q: 3 clusters Score -1046025 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 31881 members Entering Unmasked Estep Score: -1046054.187500 Penalty: 944.268799 Iteration 25Q: 3 clusters Score -1046054 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 31910 members Entering Unmasked Estep Score: -1046072.500000 Penalty: 944.268799 Iteration 26Q: 3 clusters Score -1046072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 31931 members Entering Unmasked Estep Score: -1046083.687500 Penalty: 944.268799 Iteration 27Q: 3 clusters Score -1046084 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 31944 members Entering Unmasked Estep Score: -1046093.250000 Penalty: 944.268799 Iteration 28Q: 3 clusters Score -1046093 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 31964 members Entering Unmasked Estep Score: -1046110.250000 Penalty: 944.268799 Iteration 29Q: 3 clusters Score -1046110 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 31974 members Entering Unmasked Estep Score: -1046117.000000 Penalty: 944.268799 Iteration 30Q: 3 clusters Score -1046117 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 31984 members Entering Unmasked Estep Score: -1046124.187500 Penalty: 944.268799 Iteration 31Q: 3 clusters Score -1046124 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 31990 members Entering Unmasked Estep Score: -1046130.187500 Penalty: 944.268799 Iteration 32Q: 3 clusters Score -1046130 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 31994 members Entering Unmasked Estep Score: -1046134.687500 Penalty: 944.268799 Iteration 33Q: 3 clusters Score -1046135 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 31999 members Entering Unmasked Estep Score: -1046141.812500 Penalty: 944.268799 Iteration 34Q: 3 clusters Score -1046142 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 32004 members Entering Unmasked Estep Score: -1046147.500000 Penalty: 944.268799 Iteration 35Q: 3 clusters Score -1046148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 32008 members Entering Unmasked Estep Score: -1046149.562500 Penalty: 944.268799 Iteration 36Q: 3 clusters Score -1046150 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 32009 members Entering Unmasked Estep Score: -1046150.062500 Penalty: 944.268799 Iteration 37Q: 3 clusters Score -1046150 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 32011 members Entering Unmasked Estep Score: -1046152.812500 Penalty: 944.268799 Iteration 38Q: 3 clusters Score -1046153 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 32012 members Entering Unmasked Estep Score: -1046152.875000 Penalty: 944.268799 Iteration 39Q: 3 clusters Score -1046153 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 32013 members Entering Unmasked Estep Score: -1046154.062500 Penalty: 944.268799 Iteration 40F: 3 clusters Score -1046154 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (12730 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Entering Unmasked Estep Score: -434992.843750 Penalty: 430.053101 Iteration 0F: 2 clusters Score -434992.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6316 members Mstep: Class 2 contains 6414 members Entering Unmasked Estep Score: -426516.843750 Penalty: 860.106201 Iteration 0F: 3 clusters Score -426516.8 nChanged 5971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -430153.187500 Penalty: 860.106201 Iteration 1F: 3 clusters Score -430153.2 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 7818 members Entering Unmasked Estep Score: -430678.093750 Penalty: 860.106201 Iteration 2F: 3 clusters Score -430678.1 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 8446 members Entering Unmasked Estep Score: -431355.531250 Penalty: 860.106201 Iteration 3F: 3 clusters Score -431355.5 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 9048 members Entering Unmasked Estep Score: -432123.062500 Penalty: 860.106201 Iteration 4F: 3 clusters Score -432123.1 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -432717.375000 Penalty: 860.106201 Iteration 5F: 3 clusters Score -432717.4 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 9936 members Entering Unmasked Estep Score: -433156.031250 Penalty: 860.106201 Iteration 6Q: 3 clusters Score -433156 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 10255 members Entering Unmasked Estep Score: -433497.906250 Penalty: 860.106201 Iteration 7Q: 3 clusters Score -433497.9 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 10505 members Entering Unmasked Estep Score: -433701.031250 Penalty: 860.106201 Iteration 8Q: 3 clusters Score -433701 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 10735 members Entering Unmasked Estep Score: -433853.843750 Penalty: 860.106201 Iteration 9Q: 3 clusters Score -433853.8 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 10923 members Entering Unmasked Estep Score: -433949.968750 Penalty: 860.106201 Iteration 10Q: 3 clusters Score -433950 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -434029.843750 Penalty: 860.106201 Iteration 11Q: 3 clusters Score -434029.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 11237 members Entering Unmasked Estep Score: -434093.468750 Penalty: 860.106201 Iteration 12Q: 3 clusters Score -434093.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -434156.718750 Penalty: 860.106201 Iteration 13Q: 3 clusters Score -434156.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 11517 members Entering Unmasked Estep Score: -434224.156250 Penalty: 860.106201 Iteration 14Q: 3 clusters Score -434224.2 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 11645 members Entering Unmasked Estep Score: -434280.218750 Penalty: 860.106201 Iteration 15Q: 3 clusters Score -434280.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 11743 members Entering Unmasked Estep Score: -434318.343750 Penalty: 860.106201 Iteration 16Q: 3 clusters Score -434318.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 11826 members Entering Unmasked Estep Score: -434345.187500 Penalty: 860.106201 Iteration 17Q: 3 clusters Score -434345.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -434374.531250 Penalty: 860.106201 Iteration 18Q: 3 clusters Score -434374.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -434400.843750 Penalty: 860.106201 Iteration 19Q: 3 clusters Score -434400.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -434422.468750 Penalty: 860.106201 Iteration 20F: 3 clusters Score -434422.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 12099 members Entering Unmasked Estep Score: -434448.031250 Penalty: 860.106201 Iteration 21Q: 3 clusters Score -434448 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 12153 members Entering Unmasked Estep Score: -434471.656250 Penalty: 860.106201 Iteration 22Q: 3 clusters Score -434471.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 12205 members Entering Unmasked Estep Score: -434493.968750 Penalty: 860.106201 Iteration 23Q: 3 clusters Score -434494 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 12254 members Entering Unmasked Estep Score: -434516.843750 Penalty: 860.106201 Iteration 24Q: 3 clusters Score -434516.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -434538.343750 Penalty: 860.106201 Iteration 25Q: 3 clusters Score -434538.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 12338 members Entering Unmasked Estep Score: -434557.093750 Penalty: 860.106201 Iteration 26Q: 3 clusters Score -434557.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -434573.750000 Penalty: 860.106201 Iteration 27Q: 3 clusters Score -434573.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -434587.843750 Penalty: 860.106201 Iteration 28Q: 3 clusters Score -434587.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 12425 members Entering Unmasked Estep Score: -434597.375000 Penalty: 860.106201 Iteration 29Q: 3 clusters Score -434597.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 12444 members Entering Unmasked Estep Score: -434604.906250 Penalty: 860.106201 Iteration 30Q: 3 clusters Score -434604.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 12455 members Entering Unmasked Estep Score: -434612.468750 Penalty: 860.106201 Iteration 31Q: 3 clusters Score -434612.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 12466 members Entering Unmasked Estep Score: -434616.625000 Penalty: 860.106201 Iteration 32Q: 3 clusters Score -434616.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 12475 members Entering Unmasked Estep Score: -434621.031250 Penalty: 860.106201 Iteration 33Q: 3 clusters Score -434621 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 12482 members Entering Unmasked Estep Score: -434622.937500 Penalty: 860.106201 Iteration 34Q: 3 clusters Score -434622.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -434623.937500 Penalty: 860.106201 Iteration 35Q: 3 clusters Score -434623.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 12486 members Entering Unmasked Estep Score: -434624.406250 Penalty: 860.106201 Iteration 36Q: 3 clusters Score -434624.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 12489 members Entering Unmasked Estep Score: -434624.218750 Penalty: 860.106201 Iteration 37Q: 3 clusters Score -434624.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -434624.843750 Penalty: 860.106201 Iteration 38Q: 3 clusters Score -434624.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 12491 members Entering Unmasked Estep Score: -434624.843750 Penalty: 860.106201 Iteration 39F: 3 clusters Score -434624.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (1345 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Entering Unmasked Estep Score: -49027.191406 Penalty: 327.788788 Iteration 0F: 2 clusters Score -49027.19 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -48005.339844 Penalty: 655.577576 Iteration 0F: 3 clusters Score -48005.34 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -48322.765625 Penalty: 655.577576 Iteration 1F: 3 clusters Score -48322.77 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -48363.519531 Penalty: 655.577576 Iteration 2F: 3 clusters Score -48363.52 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -48386.625000 Penalty: 655.577576 Iteration 3Q: 3 clusters Score -48386.62 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -48398.253906 Penalty: 655.577576 Iteration 4Q: 3 clusters Score -48398.25 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -48402.011719 Penalty: 655.577576 Iteration 5Q: 3 clusters Score -48402.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -48405.703125 Penalty: 655.577576 Iteration 6Q: 3 clusters Score -48405.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -48410.058594 Penalty: 655.577576 Iteration 7Q: 3 clusters Score -48410.06 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -48413.347656 Penalty: 655.577576 Iteration 8Q: 3 clusters Score -48413.35 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -48417.703125 Penalty: 655.577576 Iteration 9Q: 3 clusters Score -48417.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -48422.136719 Penalty: 655.577576 Iteration 10Q: 3 clusters Score -48422.14 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 780 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -48423.917969 Penalty: 655.577576 Iteration 11Q: 3 clusters Score -48423.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -48424.410156 Penalty: 655.577576 Iteration 12Q: 3 clusters Score -48424.41 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -48425.316406 Penalty: 655.577576 Iteration 13Q: 3 clusters Score -48425.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -48428.183594 Penalty: 655.577576 Iteration 14Q: 3 clusters Score -48428.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -48432.734375 Penalty: 655.577576 Iteration 15Q: 3 clusters Score -48432.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -48438.863281 Penalty: 655.577576 Iteration 16Q: 3 clusters Score -48438.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -48448.347656 Penalty: 655.577576 Iteration 17Q: 3 clusters Score -48448.35 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -48458.257812 Penalty: 655.577576 Iteration 18Q: 3 clusters Score -48458.26 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -48472.242188 Penalty: 655.577576 Iteration 19Q: 3 clusters Score -48472.24 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -48490.609375 Penalty: 655.577576 Iteration 20F: 3 clusters Score -48490.61 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -48508.492188 Penalty: 655.577576 Iteration 21Q: 3 clusters Score -48508.49 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -48527.917969 Penalty: 655.577576 Iteration 22Q: 3 clusters Score -48527.92 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -48549.816406 Penalty: 655.577576 Iteration 23Q: 3 clusters Score -48549.82 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -48572.214844 Penalty: 655.577576 Iteration 24Q: 3 clusters Score -48572.21 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48592.984375 Penalty: 655.577576 Iteration 25Q: 3 clusters Score -48592.98 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -48617.488281 Penalty: 655.577576 Iteration 26Q: 3 clusters Score -48617.49 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -48646.074219 Penalty: 655.577576 Iteration 27Q: 3 clusters Score -48646.07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -48673.386719 Penalty: 655.577576 Iteration 28Q: 3 clusters Score -48673.39 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -48694.445312 Penalty: 655.577576 Iteration 29Q: 3 clusters Score -48694.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -48705.523438 Penalty: 655.577576 Iteration 30Q: 3 clusters Score -48705.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -48714.449219 Penalty: 655.577576 Iteration 31Q: 3 clusters Score -48714.45 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -48729.582031 Penalty: 655.577576 Iteration 32Q: 3 clusters Score -48729.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -48733.472656 Penalty: 655.577576 Iteration 33Q: 3 clusters Score -48733.47 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -48734.710938 Penalty: 655.577576 Iteration 34Q: 3 clusters Score -48734.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -48734.710938 Penalty: 655.577576 Iteration 35F: 3 clusters Score -48734.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (513 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Entering Unmasked Estep Score: -16727.919922 Penalty: 283.932556 Iteration 0F: 2 clusters Score -16727.92 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -16222.186523 Penalty: 567.865112 Iteration 0F: 3 clusters Score -16222.19 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -16346.296875 Penalty: 567.865112 Iteration 1F: 3 clusters Score -16346.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -16366.951172 Penalty: 567.865112 Iteration 2F: 3 clusters Score -16366.95 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -16381.230469 Penalty: 567.865112 Iteration 3Q: 3 clusters Score -16381.23 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -16396.675781 Penalty: 567.865112 Iteration 4Q: 3 clusters Score -16396.68 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -16413.205078 Penalty: 567.865112 Iteration 5Q: 3 clusters Score -16413.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -16424.425781 Penalty: 567.865112 Iteration 6Q: 3 clusters Score -16424.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -16437.281250 Penalty: 567.865112 Iteration 7Q: 3 clusters Score -16437.28 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -16443.693359 Penalty: 567.865112 Iteration 8Q: 3 clusters Score -16443.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -16449.576172 Penalty: 567.865112 Iteration 9Q: 3 clusters Score -16449.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -16451.027344 Penalty: 567.865112 Iteration 10Q: 3 clusters Score -16451.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -16452.689453 Penalty: 567.865112 Iteration 11Q: 3 clusters Score -16452.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -16453.982422 Penalty: 567.865112 Iteration 12Q: 3 clusters Score -16453.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -16454.414062 Penalty: 567.865112 Iteration 13Q: 3 clusters Score -16454.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -16454.800781 Penalty: 567.865112 Iteration 14Q: 3 clusters Score -16454.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -16454.800781 Penalty: 567.865112 Iteration 15F: 3 clusters Score -16454.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (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: -21315.144531 Penalty: 304.715057 Iteration 0F: 2 clusters Score -21315.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -20634.355469 Penalty: 609.430115 Iteration 0F: 3 clusters Score -20634.36 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -20860.599609 Penalty: 609.430115 Iteration 1F: 3 clusters Score -20860.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -20917.919922 Penalty: 609.430115 Iteration 2F: 3 clusters Score -20917.92 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -20963.519531 Penalty: 609.430115 Iteration 3F: 3 clusters Score -20963.52 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -21015.666016 Penalty: 609.430115 Iteration 4F: 3 clusters Score -21015.67 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 108 members Entering Unmasked Estep Score: -21051.292969 Penalty: 609.430115 Iteration 5Q: 3 clusters Score -21051.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -21076.498047 Penalty: 609.430115 Iteration 6Q: 3 clusters Score -21076.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -21095.621094 Penalty: 609.430115 Iteration 7Q: 3 clusters Score -21095.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 67 members Entering Unmasked Estep Score: -21105.994141 Penalty: 609.430115 Iteration 8Q: 3 clusters Score -21105.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -21109.113281 Penalty: 609.430115 Iteration 9Q: 3 clusters Score -21109.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -21113.621094 Penalty: 609.430115 Iteration 10Q: 3 clusters Score -21113.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 63 members Entering Unmasked Estep Score: -21115.312500 Penalty: 609.430115 Iteration 11Q: 3 clusters Score -21115.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 60 members Entering Unmasked Estep Score: -21116.607422 Penalty: 609.430115 Iteration 12Q: 3 clusters Score -21116.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -21117.990234 Penalty: 609.430115 Iteration 13Q: 3 clusters Score -21117.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -21119.203125 Penalty: 609.430115 Iteration 14Q: 3 clusters Score -21119.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 57 members Entering Unmasked Estep Score: -21120.958984 Penalty: 609.430115 Iteration 15Q: 3 clusters Score -21120.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -21125.744141 Penalty: 609.430115 Iteration 16Q: 3 clusters Score -21125.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -21125.744141 Penalty: 609.430115 Iteration 17F: 3 clusters Score -21125.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15656 members Entering Unmasked Estep Score: -506903.125000 Penalty: 439.466736 Iteration 0F: 2 clusters Score -506903.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7889 members Mstep: Class 2 contains 7767 members Entering Unmasked Estep Score: -496467.281250 Penalty: 878.933472 Iteration 0F: 3 clusters Score -496467.3 nChanged 7466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8805 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -501837.062500 Penalty: 878.933472 Iteration 1F: 3 clusters Score -501837.1 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -502736.562500 Penalty: 878.933472 Iteration 2F: 3 clusters Score -502736.6 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9341 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -503551.250000 Penalty: 878.933472 Iteration 3F: 3 clusters Score -503551.2 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9490 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -504106.187500 Penalty: 878.933472 Iteration 4F: 3 clusters Score -504106.2 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9585 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -504387.500000 Penalty: 878.933472 Iteration 5Q: 3 clusters Score -504387.5 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9666 members Mstep: Class 2 contains 5990 members Entering Unmasked Estep Score: -504540.656250 Penalty: 878.933472 Iteration 6Q: 3 clusters Score -504540.7 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9763 members Mstep: Class 2 contains 5893 members Entering Unmasked Estep Score: -504670.125000 Penalty: 878.933472 Iteration 7Q: 3 clusters Score -504670.1 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9882 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -504785.468750 Penalty: 878.933472 Iteration 8Q: 3 clusters Score -504785.5 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9999 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -504877.937500 Penalty: 878.933472 Iteration 9Q: 3 clusters Score -504877.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10119 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -504958.218750 Penalty: 878.933472 Iteration 10Q: 3 clusters Score -504958.2 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10248 members Mstep: Class 2 contains 5408 members Entering Unmasked Estep Score: -505045.375000 Penalty: 878.933472 Iteration 11Q: 3 clusters Score -505045.4 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -505126.875000 Penalty: 878.933472 Iteration 12Q: 3 clusters Score -505126.9 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10475 members Mstep: Class 2 contains 5181 members Entering Unmasked Estep Score: -505183.718750 Penalty: 878.933472 Iteration 13Q: 3 clusters Score -505183.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10597 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -505238.406250 Penalty: 878.933472 Iteration 14Q: 3 clusters Score -505238.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10709 members Mstep: Class 2 contains 4947 members Entering Unmasked Estep Score: -505277.625000 Penalty: 878.933472 Iteration 15Q: 3 clusters Score -505277.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 4851 members Entering Unmasked Estep Score: -505313.437500 Penalty: 878.933472 Iteration 16Q: 3 clusters Score -505313.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10890 members Mstep: Class 2 contains 4766 members Entering Unmasked Estep Score: -505336.250000 Penalty: 878.933472 Iteration 17Q: 3 clusters Score -505336.2 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10977 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -505359.093750 Penalty: 878.933472 Iteration 18Q: 3 clusters Score -505359.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11087 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -505385.718750 Penalty: 878.933472 Iteration 19Q: 3 clusters Score -505385.7 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11195 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -505407.750000 Penalty: 878.933472 Iteration 20F: 3 clusters Score -505407.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11300 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -505425.562500 Penalty: 878.933472 Iteration 21Q: 3 clusters Score -505425.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11391 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -505442.218750 Penalty: 878.933472 Iteration 22Q: 3 clusters Score -505442.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 4168 members Entering Unmasked Estep Score: -505460.156250 Penalty: 878.933472 Iteration 23Q: 3 clusters Score -505460.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11583 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -505474.156250 Penalty: 878.933472 Iteration 24Q: 3 clusters Score -505474.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11679 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -505489.562500 Penalty: 878.933472 Iteration 25Q: 3 clusters Score -505489.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11775 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -505502.625000 Penalty: 878.933472 Iteration 26Q: 3 clusters Score -505502.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11865 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -505519.406250 Penalty: 878.933472 Iteration 27Q: 3 clusters Score -505519.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11964 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -505535.437500 Penalty: 878.933472 Iteration 28Q: 3 clusters Score -505535.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12068 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -505553.093750 Penalty: 878.933472 Iteration 29Q: 3 clusters Score -505553.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12160 members Mstep: Class 2 contains 3496 members Entering Unmasked Estep Score: -505565.968750 Penalty: 878.933472 Iteration 30Q: 3 clusters Score -505566 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12257 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -505583.406250 Penalty: 878.933472 Iteration 31Q: 3 clusters Score -505583.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12372 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -505603.625000 Penalty: 878.933472 Iteration 32Q: 3 clusters Score -505603.6 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -505624.093750 Penalty: 878.933472 Iteration 33Q: 3 clusters Score -505624.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12588 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -505643.468750 Penalty: 878.933472 Iteration 34Q: 3 clusters Score -505643.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12688 members Mstep: Class 2 contains 2968 members Entering Unmasked Estep Score: -505662.656250 Penalty: 878.933472 Iteration 35Q: 3 clusters Score -505662.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12797 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -505681.750000 Penalty: 878.933472 Iteration 36Q: 3 clusters Score -505681.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12891 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -505702.906250 Penalty: 878.933472 Iteration 37Q: 3 clusters Score -505702.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12985 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -505722.781250 Penalty: 878.933472 Iteration 38Q: 3 clusters Score -505722.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13081 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -505743.937500 Penalty: 878.933472 Iteration 39Q: 3 clusters Score -505743.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13180 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -505768.718750 Penalty: 878.933472 Iteration 40F: 3 clusters Score -505768.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -505792.812500 Penalty: 878.933472 Iteration 41Q: 3 clusters Score -505792.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13360 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -505815.343750 Penalty: 878.933472 Iteration 42Q: 3 clusters Score -505815.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13452 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -505839.750000 Penalty: 878.933472 Iteration 43Q: 3 clusters Score -505839.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13556 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -505869.968750 Penalty: 878.933472 Iteration 44Q: 3 clusters Score -505870 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13661 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -505905.687500 Penalty: 878.933472 Iteration 45Q: 3 clusters Score -505905.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13783 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -505955.718750 Penalty: 878.933472 Iteration 46Q: 3 clusters Score -505955.7 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13903 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -506003.218750 Penalty: 878.933472 Iteration 47Q: 3 clusters Score -506003.2 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14025 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -506053.500000 Penalty: 878.933472 Iteration 48Q: 3 clusters Score -506053.5 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14134 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -506099.093750 Penalty: 878.933472 Iteration 49Q: 3 clusters Score -506099.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14251 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -506147.343750 Penalty: 878.933472 Iteration 50Q: 3 clusters Score -506147.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14382 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -506210.937500 Penalty: 878.933472 Iteration 51Q: 3 clusters Score -506210.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14516 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -506274.718750 Penalty: 878.933472 Iteration 52Q: 3 clusters Score -506274.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14630 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -506335.343750 Penalty: 878.933472 Iteration 53Q: 3 clusters Score -506335.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -506402.781250 Penalty: 878.933472 Iteration 54Q: 3 clusters Score -506402.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14837 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -506456.250000 Penalty: 878.933472 Iteration 55Q: 3 clusters Score -506456.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14922 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -506504.093750 Penalty: 878.933472 Iteration 56Q: 3 clusters Score -506504.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14992 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -506543.093750 Penalty: 878.933472 Iteration 57Q: 3 clusters Score -506543.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15052 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -506582.500000 Penalty: 878.933472 Iteration 58Q: 3 clusters Score -506582.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15111 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -506617.281250 Penalty: 878.933472 Iteration 59Q: 3 clusters Score -506617.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15158 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -506643.937500 Penalty: 878.933472 Iteration 60F: 3 clusters Score -506643.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -506671.125000 Penalty: 878.933472 Iteration 61Q: 3 clusters Score -506671.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15220 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -506682.312500 Penalty: 878.933472 Iteration 62Q: 3 clusters Score -506682.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15237 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -506691.875000 Penalty: 878.933472 Iteration 63Q: 3 clusters Score -506691.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15253 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -506702.343750 Penalty: 878.933472 Iteration 64Q: 3 clusters Score -506702.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15267 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -506710.062500 Penalty: 878.933472 Iteration 65Q: 3 clusters Score -506710.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15282 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -506717.187500 Penalty: 878.933472 Iteration 66Q: 3 clusters Score -506717.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15292 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -506719.593750 Penalty: 878.933472 Iteration 67Q: 3 clusters Score -506719.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -506723.312500 Penalty: 878.933472 Iteration 68Q: 3 clusters Score -506723.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15301 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -506724.437500 Penalty: 878.933472 Iteration 69Q: 3 clusters Score -506724.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15303 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -506724.312500 Penalty: 878.933472 Iteration 70Q: 3 clusters Score -506724.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15308 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -506728.937500 Penalty: 878.933472 Iteration 71Q: 3 clusters Score -506728.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15314 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -506732.812500 Penalty: 878.933472 Iteration 72Q: 3 clusters Score -506732.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15320 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -506734.781250 Penalty: 878.933472 Iteration 73Q: 3 clusters Score -506734.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15328 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -506737.500000 Penalty: 878.933472 Iteration 74Q: 3 clusters Score -506737.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -506742.031250 Penalty: 878.933472 Iteration 75Q: 3 clusters Score -506742 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15344 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -506748.062500 Penalty: 878.933472 Iteration 76Q: 3 clusters Score -506748.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15351 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -506752.187500 Penalty: 878.933472 Iteration 77Q: 3 clusters Score -506752.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15354 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -506754.531250 Penalty: 878.933472 Iteration 78Q: 3 clusters Score -506754.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15357 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -506754.906250 Penalty: 878.933472 Iteration 79Q: 3 clusters Score -506754.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15359 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -506755.312500 Penalty: 878.933472 Iteration 80F: 3 clusters Score -506755.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15360 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -506755.687500 Penalty: 878.933472 Iteration 81Q: 3 clusters Score -506755.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15361 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -506756.187500 Penalty: 878.933472 Iteration 82Q: 3 clusters Score -506756.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15362 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -506756.093750 Penalty: 878.933472 Iteration 83Q: 3 clusters Score -506756.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -506757.187500 Penalty: 878.933472 Iteration 84Q: 3 clusters Score -506757.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15363 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -506757.187500 Penalty: 878.933472 Iteration 85F: 3 clusters Score -506757.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11235 members Entering Unmasked Estep Score: -337348.906250 Penalty: 424.368896 Iteration 0F: 2 clusters Score -337348.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5584 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -329927.656250 Penalty: 848.737793 Iteration 0F: 3 clusters Score -329927.7 nChanged 5237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 6180 members Entering Unmasked Estep Score: -332922.343750 Penalty: 848.737793 Iteration 1F: 3 clusters Score -332922.3 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -333309.718750 Penalty: 848.737793 Iteration 2F: 3 clusters Score -333309.7 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 6872 members Entering Unmasked Estep Score: -333885.187500 Penalty: 848.737793 Iteration 3F: 3 clusters Score -333885.2 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3983 members Mstep: Class 2 contains 7252 members Entering Unmasked Estep Score: -334507.218750 Penalty: 848.737793 Iteration 4F: 3 clusters Score -334507.2 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -335079.843750 Penalty: 848.737793 Iteration 5F: 3 clusters Score -335079.8 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 7884 members Entering Unmasked Estep Score: -335437.125000 Penalty: 848.737793 Iteration 6F: 3 clusters Score -335437.1 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 8113 members Entering Unmasked Estep Score: -335631.062500 Penalty: 848.737793 Iteration 7Q: 3 clusters Score -335631.1 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2886 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -335784.156250 Penalty: 848.737793 Iteration 8Q: 3 clusters Score -335784.2 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2647 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -335902.593750 Penalty: 848.737793 Iteration 9Q: 3 clusters Score -335902.6 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2412 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -336004.906250 Penalty: 848.737793 Iteration 10Q: 3 clusters Score -336004.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 9047 members Entering Unmasked Estep Score: -336099.843750 Penalty: 848.737793 Iteration 11Q: 3 clusters Score -336099.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1982 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -336195.406250 Penalty: 848.737793 Iteration 12Q: 3 clusters Score -336195.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 9461 members Entering Unmasked Estep Score: -336289.812500 Penalty: 848.737793 Iteration 13Q: 3 clusters Score -336289.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 9648 members Entering Unmasked Estep Score: -336374.375000 Penalty: 848.737793 Iteration 14Q: 3 clusters Score -336374.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 9837 members Entering Unmasked Estep Score: -336459.500000 Penalty: 848.737793 Iteration 15Q: 3 clusters Score -336459.5 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 10027 members Entering Unmasked Estep Score: -336552.031250 Penalty: 848.737793 Iteration 16Q: 3 clusters Score -336552 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -336637.875000 Penalty: 848.737793 Iteration 17Q: 3 clusters Score -336637.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 10333 members Entering Unmasked Estep Score: -336707.812500 Penalty: 848.737793 Iteration 18Q: 3 clusters Score -336707.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -336769.593750 Penalty: 848.737793 Iteration 19Q: 3 clusters Score -336769.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 10566 members Entering Unmasked Estep Score: -336823.000000 Penalty: 848.737793 Iteration 20F: 3 clusters Score -336823 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 10653 members Entering Unmasked Estep Score: -336859.250000 Penalty: 848.737793 Iteration 21Q: 3 clusters Score -336859.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -336887.468750 Penalty: 848.737793 Iteration 22Q: 3 clusters Score -336887.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -336912.531250 Penalty: 848.737793 Iteration 23Q: 3 clusters Score -336912.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -336932.500000 Penalty: 848.737793 Iteration 24Q: 3 clusters Score -336932.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 10845 members Entering Unmasked Estep Score: -336949.375000 Penalty: 848.737793 Iteration 25Q: 3 clusters Score -336949.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -336961.375000 Penalty: 848.737793 Iteration 26Q: 3 clusters Score -336961.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 10886 members Entering Unmasked Estep Score: -336971.812500 Penalty: 848.737793 Iteration 27Q: 3 clusters Score -336971.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 10909 members Entering Unmasked Estep Score: -336984.968750 Penalty: 848.737793 Iteration 28Q: 3 clusters Score -336985 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 10931 members Entering Unmasked Estep Score: -336997.437500 Penalty: 848.737793 Iteration 29Q: 3 clusters Score -336997.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 10943 members Entering Unmasked Estep Score: -337001.343750 Penalty: 848.737793 Iteration 30Q: 3 clusters Score -337001.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 10947 members Entering Unmasked Estep Score: -337005.625000 Penalty: 848.737793 Iteration 31Q: 3 clusters Score -337005.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -337006.843750 Penalty: 848.737793 Iteration 32Q: 3 clusters Score -337006.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 10957 members Entering Unmasked Estep Score: -337007.562500 Penalty: 848.737793 Iteration 33Q: 3 clusters Score -337007.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 10959 members Entering Unmasked Estep Score: -337008.312500 Penalty: 848.737793 Iteration 34Q: 3 clusters Score -337008.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 10963 members Entering Unmasked Estep Score: -337008.656250 Penalty: 848.737793 Iteration 35Q: 3 clusters Score -337008.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 10966 members Entering Unmasked Estep Score: -337009.312500 Penalty: 848.737793 Iteration 36Q: 3 clusters Score -337009.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 10967 members Entering Unmasked Estep Score: -337010.468750 Penalty: 848.737793 Iteration 37Q: 3 clusters Score -337010.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -337010.656250 Penalty: 848.737793 Iteration 38Q: 3 clusters Score -337010.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -337010.937500 Penalty: 848.737793 Iteration 39Q: 3 clusters Score -337010.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -337011.468750 Penalty: 848.737793 Iteration 40F: 3 clusters Score -337011.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 10975 members Entering Unmasked Estep Score: -337012.375000 Penalty: 848.737793 Iteration 41Q: 3 clusters Score -337012.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 10978 members Entering Unmasked Estep Score: -337012.906250 Penalty: 848.737793 Iteration 42Q: 3 clusters Score -337012.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -337013.906250 Penalty: 848.737793 Iteration 43Q: 3 clusters Score -337013.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 10983 members Entering Unmasked Estep Score: -337014.343750 Penalty: 848.737793 Iteration 44Q: 3 clusters Score -337014.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 10985 members Entering Unmasked Estep Score: -337016.125000 Penalty: 848.737793 Iteration 45Q: 3 clusters Score -337016.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 10990 members Entering Unmasked Estep Score: -337017.906250 Penalty: 848.737793 Iteration 46Q: 3 clusters Score -337017.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 10994 members Entering Unmasked Estep Score: -337018.843750 Penalty: 848.737793 Iteration 47Q: 3 clusters Score -337018.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 10999 members Entering Unmasked Estep Score: -337019.531250 Penalty: 848.737793 Iteration 48Q: 3 clusters Score -337019.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 11004 members Entering Unmasked Estep Score: -337019.843750 Penalty: 848.737793 Iteration 49Q: 3 clusters Score -337019.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 11004 members Entering Unmasked Estep Score: -337019.843750 Penalty: 848.737793 Iteration 50F: 3 clusters Score -337019.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Entering Unmasked Estep Score: -32460.345703 Penalty: 317.168243 Iteration 0F: 2 clusters Score -32460.35 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 533 members Entering Unmasked Estep Score: -31632.875000 Penalty: 634.336487 Iteration 0F: 3 clusters Score -31632.88 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -31913.103516 Penalty: 634.336487 Iteration 1F: 3 clusters Score -31913.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -31989.597656 Penalty: 634.336487 Iteration 2F: 3 clusters Score -31989.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -32042.298828 Penalty: 634.336487 Iteration 3F: 3 clusters Score -32042.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -32074.863281 Penalty: 634.336487 Iteration 4Q: 3 clusters Score -32074.86 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -32099.625000 Penalty: 634.336487 Iteration 5Q: 3 clusters Score -32099.62 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -32117.908203 Penalty: 634.336487 Iteration 6Q: 3 clusters Score -32117.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -32130.314453 Penalty: 634.336487 Iteration 7Q: 3 clusters Score -32130.31 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -32137.222656 Penalty: 634.336487 Iteration 8Q: 3 clusters Score -32137.22 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -32141.498047 Penalty: 634.336487 Iteration 9Q: 3 clusters Score -32141.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -32149.386719 Penalty: 634.336487 Iteration 10Q: 3 clusters Score -32149.39 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -32152.962891 Penalty: 634.336487 Iteration 11Q: 3 clusters Score -32152.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -32157.310547 Penalty: 634.336487 Iteration 12Q: 3 clusters Score -32157.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -32159.287109 Penalty: 634.336487 Iteration 13Q: 3 clusters Score -32159.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -32160.679688 Penalty: 634.336487 Iteration 14Q: 3 clusters Score -32160.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -32161.451172 Penalty: 634.336487 Iteration 15Q: 3 clusters Score -32161.45 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -32163.353516 Penalty: 634.336487 Iteration 16Q: 3 clusters Score -32163.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -32164.937500 Penalty: 634.336487 Iteration 17Q: 3 clusters Score -32164.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -32172.736328 Penalty: 634.336487 Iteration 18Q: 3 clusters Score -32172.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -32175.751953 Penalty: 634.336487 Iteration 19Q: 3 clusters Score -32175.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -32178.173828 Penalty: 634.336487 Iteration 20F: 3 clusters Score -32178.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -32179.769531 Penalty: 634.336487 Iteration 21Q: 3 clusters Score -32179.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -32180.960938 Penalty: 634.336487 Iteration 22Q: 3 clusters Score -32180.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -32183.033203 Penalty: 634.336487 Iteration 23Q: 3 clusters Score -32183.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -32184.287109 Penalty: 634.336487 Iteration 24Q: 3 clusters Score -32184.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -32185.193359 Penalty: 634.336487 Iteration 25Q: 3 clusters Score -32185.19 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -32187.583984 Penalty: 634.336487 Iteration 26Q: 3 clusters Score -32187.58 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -32189.361328 Penalty: 634.336487 Iteration 27Q: 3 clusters Score -32189.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -32191.904297 Penalty: 634.336487 Iteration 28Q: 3 clusters Score -32191.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -32192.333984 Penalty: 634.336487 Iteration 29Q: 3 clusters Score -32192.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -32193.054688 Penalty: 634.336487 Iteration 30Q: 3 clusters Score -32193.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -32193.986328 Penalty: 634.336487 Iteration 31Q: 3 clusters Score -32193.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -32197.093750 Penalty: 634.336487 Iteration 32Q: 3 clusters Score -32197.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -32198.212891 Penalty: 634.336487 Iteration 33Q: 3 clusters Score -32198.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -32199.605469 Penalty: 634.336487 Iteration 34Q: 3 clusters Score -32199.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -32201.478516 Penalty: 634.336487 Iteration 35Q: 3 clusters Score -32201.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -32203.582031 Penalty: 634.336487 Iteration 36Q: 3 clusters Score -32203.58 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -32204.410156 Penalty: 634.336487 Iteration 37Q: 3 clusters Score -32204.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -32205.107422 Penalty: 634.336487 Iteration 38Q: 3 clusters Score -32205.11 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -32206.193359 Penalty: 634.336487 Iteration 39Q: 3 clusters Score -32206.19 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -32208.949219 Penalty: 634.336487 Iteration 40F: 3 clusters Score -32208.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -32211.103516 Penalty: 634.336487 Iteration 41Q: 3 clusters Score -32211.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -32213.960938 Penalty: 634.336487 Iteration 42Q: 3 clusters Score -32213.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -32215.298828 Penalty: 634.336487 Iteration 43Q: 3 clusters Score -32215.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -32216.070312 Penalty: 634.336487 Iteration 44Q: 3 clusters Score -32216.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -32217.039062 Penalty: 634.336487 Iteration 45Q: 3 clusters Score -32217.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -32217.589844 Penalty: 634.336487 Iteration 46Q: 3 clusters Score -32217.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -32217.873047 Penalty: 634.336487 Iteration 47Q: 3 clusters Score -32217.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -32218.279297 Penalty: 634.336487 Iteration 48Q: 3 clusters Score -32218.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -32218.748047 Penalty: 634.336487 Iteration 49Q: 3 clusters Score -32218.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -32220.392578 Penalty: 634.336487 Iteration 50Q: 3 clusters Score -32220.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -32222.011719 Penalty: 634.336487 Iteration 51Q: 3 clusters Score -32222.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -32223.996094 Penalty: 634.336487 Iteration 52Q: 3 clusters Score -32224 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -32228.332031 Penalty: 634.336487 Iteration 53Q: 3 clusters Score -32228.33 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -32234.337891 Penalty: 634.336487 Iteration 54Q: 3 clusters Score -32234.34 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -32243.646484 Penalty: 634.336487 Iteration 55Q: 3 clusters Score -32243.65 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -32253.480469 Penalty: 634.336487 Iteration 56Q: 3 clusters Score -32253.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -32260.500000 Penalty: 634.336487 Iteration 57Q: 3 clusters Score -32260.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -32267.511719 Penalty: 634.336487 Iteration 58Q: 3 clusters Score -32267.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -32269.222656 Penalty: 634.336487 Iteration 59Q: 3 clusters Score -32269.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -32269.222656 Penalty: 634.336487 Iteration 60F: 3 clusters Score -32269.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 579 members Mstep: Class 4 contains 1200 members Mstep: Class 8 contains 419 members Mstep: Class 10 contains 32099 members Mstep: Class 11 contains 12730 members Mstep: Class 12 contains 1345 members Mstep: Class 14 contains 513 members Mstep: Class 16 contains 810 members Mstep: Class 17 contains 15656 members Mstep: Class 19 contains 11235 members Mstep: Class 20 contains 1065 members Entering Unmasked Estep ConsiderDeletion Score: -2383104.000000 Penalty: 5635.665039 Iteration 39Q: 12 clusters Score -2383104 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 580 members Mstep: Class 4 contains 1206 members Mstep: Class 8 contains 414 members Mstep: Class 10 contains 32223 members Mstep: Class 11 contains 12666 members Mstep: Class 12 contains 1294 members Mstep: Class 14 contains 511 members Mstep: Class 16 contains 802 members Mstep: Class 17 contains 15657 members Mstep: Class 19 contains 11232 members Mstep: Class 20 contains 1066 members Entering Unmasked Estep ConsiderDeletion Score: -2383123.500000 Penalty: 5635.665039 Iteration 40F: 12 clusters Score -2383124 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 580 members Mstep: Class 4 contains 1209 members Mstep: Class 8 contains 412 members Mstep: Class 10 contains 32328 members Mstep: Class 11 contains 12605 members Mstep: Class 12 contains 1248 members Mstep: Class 14 contains 509 members Mstep: Class 16 contains 791 members Mstep: Class 17 contains 15655 members Mstep: Class 19 contains 11241 members Mstep: Class 20 contains 1073 members Entering Unmasked Estep ConsiderDeletion Score: -2383138.250000 Penalty: 5635.665039 Iteration 41Q: 12 clusters Score -2383138 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 578 members Mstep: Class 4 contains 1209 members Mstep: Class 8 contains 407 members Mstep: Class 10 contains 32420 members Mstep: Class 11 contains 12550 members Mstep: Class 12 contains 1216 members Mstep: Class 14 contains 509 members Mstep: Class 16 contains 783 members Mstep: Class 17 contains 15650 members Mstep: Class 19 contains 11243 members Mstep: Class 20 contains 1086 members Entering Unmasked Estep ConsiderDeletion Score: -2383167.250000 Penalty: 5635.665039 Iteration 42Q: 12 clusters Score -2383167 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 576 members Mstep: Class 4 contains 1210 members Mstep: Class 8 contains 401 members Mstep: Class 10 contains 32496 members Mstep: Class 11 contains 12503 members Mstep: Class 12 contains 1188 members Mstep: Class 14 contains 506 members Mstep: Class 16 contains 771 members Mstep: Class 17 contains 15650 members Mstep: Class 19 contains 11252 members Mstep: Class 20 contains 1098 members Entering Unmasked Estep ConsiderDeletion Score: -2383184.000000 Penalty: 5635.665039 Iteration 43Q: 12 clusters Score -2383184 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 575 members Mstep: Class 4 contains 1216 members Mstep: Class 8 contains 397 members Mstep: Class 10 contains 32565 members Mstep: Class 11 contains 12459 members Mstep: Class 12 contains 1159 members Mstep: Class 14 contains 502 members Mstep: Class 16 contains 756 members Mstep: Class 17 contains 15650 members Mstep: Class 19 contains 11261 members Mstep: Class 20 contains 1111 members Entering Unmasked Estep ConsiderDeletion Score: -2383212.250000 Penalty: 5635.665039 Iteration 44Q: 12 clusters Score -2383212 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 570 members Mstep: Class 4 contains 1235 members Mstep: Class 8 contains 393 members Mstep: Class 10 contains 32641 members Mstep: Class 11 contains 12412 members Mstep: Class 12 contains 1131 members Mstep: Class 14 contains 500 members Mstep: Class 16 contains 744 members Mstep: Class 17 contains 15650 members Mstep: Class 19 contains 11252 members Mstep: Class 20 contains 1123 members Entering Unmasked Estep ConsiderDeletion Score: -2383236.750000 Penalty: 5635.665039 Iteration 45Q: 12 clusters Score -2383237 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 559 members Mstep: Class 4 contains 1241 members Mstep: Class 8 contains 388 members Mstep: Class 10 contains 32709 members Mstep: Class 11 contains 12363 members Mstep: Class 12 contains 1112 members Mstep: Class 14 contains 499 members Mstep: Class 16 contains 741 members Mstep: Class 17 contains 15650 members Mstep: Class 19 contains 11251 members Mstep: Class 20 contains 1138 members Entering Unmasked Estep ConsiderDeletion Score: -2383243.250000 Penalty: 5635.665039 Iteration 46Q: 12 clusters Score -2383243 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 549 members Mstep: Class 4 contains 1245 members Mstep: Class 8 contains 385 members Mstep: Class 10 contains 32776 members Mstep: Class 11 contains 12313 members Mstep: Class 12 contains 1094 members Mstep: Class 14 contains 499 members Mstep: Class 16 contains 736 members Mstep: Class 17 contains 15650 members Mstep: Class 19 contains 11252 members Mstep: Class 20 contains 1152 members Entering Unmasked Estep ConsiderDeletion Score: -2383260.750000 Penalty: 5635.665039 Iteration 47Q: 12 clusters Score -2383261 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 542 members Mstep: Class 4 contains 1247 members Mstep: Class 8 contains 384 members Mstep: Class 10 contains 32843 members Mstep: Class 11 contains 12256 members Mstep: Class 12 contains 1075 members Mstep: Class 14 contains 497 members Mstep: Class 16 contains 734 members Mstep: Class 17 contains 15647 members Mstep: Class 19 contains 11262 members Mstep: Class 20 contains 1164 members Entering Unmasked Estep ConsiderDeletion Score: -2383286.250000 Penalty: 5635.665039 Iteration 48Q: 12 clusters Score -2383286 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 540 members Mstep: Class 4 contains 1249 members Mstep: Class 8 contains 383 members Mstep: Class 10 contains 32896 members Mstep: Class 11 contains 12214 members Mstep: Class 12 contains 1053 members Mstep: Class 14 contains 497 members Mstep: Class 16 contains 730 members Mstep: Class 17 contains 15640 members Mstep: Class 19 contains 11273 members Mstep: Class 20 contains 1176 members Entering Unmasked Estep ConsiderDeletion Score: -2383304.750000 Penalty: 5635.665039 Iteration 49Q: 12 clusters Score -2383305 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 539 members Mstep: Class 4 contains 1250 members Mstep: Class 8 contains 383 members Mstep: Class 10 contains 32957 members Mstep: Class 11 contains 12166 members Mstep: Class 12 contains 1033 members Mstep: Class 14 contains 494 members Mstep: Class 16 contains 728 members Mstep: Class 17 contains 15634 members Mstep: Class 19 contains 11282 members Mstep: Class 20 contains 1185 members Entering Unmasked Estep ConsiderDeletion Score: -2383312.250000 Penalty: 5635.665039 Iteration 50Q: 12 clusters Score -2383312 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 533 members Mstep: Class 4 contains 1251 members Mstep: Class 8 contains 383 members Mstep: Class 10 contains 33024 members Mstep: Class 11 contains 12113 members Mstep: Class 12 contains 1014 members Mstep: Class 14 contains 492 members Mstep: Class 16 contains 725 members Mstep: Class 17 contains 15629 members Mstep: Class 19 contains 11288 members Mstep: Class 20 contains 1199 members Entering Unmasked Estep ConsiderDeletion Score: -2383313.500000 Penalty: 5635.665039 Iteration 51Q: 12 clusters Score -2383314 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 526 members Mstep: Class 4 contains 1253 members Mstep: Class 8 contains 383 members Mstep: Class 10 contains 33086 members Mstep: Class 11 contains 12056 members Mstep: Class 12 contains 1000 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 727 members Mstep: Class 17 contains 15626 members Mstep: Class 19 contains 11292 members Mstep: Class 20 contains 1209 members Entering Unmasked Estep ConsiderDeletion Score: -2383323.000000 Penalty: 5635.665039 Iteration 52Q: 12 clusters Score -2383323 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 520 members Mstep: Class 4 contains 1254 members Mstep: Class 8 contains 383 members Mstep: Class 10 contains 33142 members Mstep: Class 11 contains 12002 members Mstep: Class 12 contains 984 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 731 members Mstep: Class 17 contains 15624 members Mstep: Class 19 contains 11301 members Mstep: Class 20 contains 1217 members Entering Unmasked Estep ConsiderDeletion Score: -2383325.500000 Penalty: 5635.665039 Iteration 53Q: 12 clusters Score -2383326 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 516 members Mstep: Class 4 contains 1256 members Mstep: Class 8 contains 383 members Mstep: Class 10 contains 33212 members Mstep: Class 11 contains 11942 members Mstep: Class 12 contains 966 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 732 members Mstep: Class 17 contains 15621 members Mstep: Class 19 contains 11306 members Mstep: Class 20 contains 1224 members Entering Unmasked Estep ConsiderDeletion Score: -2383333.000000 Penalty: 5635.665039 Iteration 54Q: 12 clusters Score -2383333 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 513 members Mstep: Class 4 contains 1259 members Mstep: Class 8 contains 382 members Mstep: Class 10 contains 33270 members Mstep: Class 11 contains 11885 members Mstep: Class 12 contains 957 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 733 members Mstep: Class 17 contains 15614 members Mstep: Class 19 contains 11310 members Mstep: Class 20 contains 1235 members Entering Unmasked Estep ConsiderDeletion Score: -2383347.000000 Penalty: 5635.665039 Iteration 55Q: 12 clusters Score -2383347 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 511 members Mstep: Class 4 contains 1259 members Mstep: Class 8 contains 381 members Mstep: Class 10 contains 33325 members Mstep: Class 11 contains 11831 members Mstep: Class 12 contains 948 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 732 members Mstep: Class 17 contains 15609 members Mstep: Class 19 contains 11317 members Mstep: Class 20 contains 1245 members Entering Unmasked Estep ConsiderDeletion Score: -2383362.750000 Penalty: 5635.665039 Iteration 56Q: 12 clusters Score -2383363 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 507 members Mstep: Class 4 contains 1260 members Mstep: Class 8 contains 381 members Mstep: Class 10 contains 33382 members Mstep: Class 11 contains 11785 members Mstep: Class 12 contains 933 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 733 members Mstep: Class 17 contains 15604 members Mstep: Class 19 contains 11317 members Mstep: Class 20 contains 1256 members Entering Unmasked Estep ConsiderDeletion Score: -2383363.500000 Penalty: 5635.665039 Iteration 57Q: 12 clusters Score -2383364 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 505 members Mstep: Class 4 contains 1260 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 33434 members Mstep: Class 11 contains 11744 members Mstep: Class 12 contains 922 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 735 members Mstep: Class 17 contains 15601 members Mstep: Class 19 contains 11315 members Mstep: Class 20 contains 1262 members Entering Unmasked Estep ConsiderDeletion Score: -2383380.750000 Penalty: 5635.665039 Iteration 58Q: 12 clusters Score -2383381 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 503 members Mstep: Class 4 contains 1261 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33483 members Mstep: Class 11 contains 11701 members Mstep: Class 12 contains 913 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 735 members Mstep: Class 17 contains 15600 members Mstep: Class 19 contains 11317 members Mstep: Class 20 contains 1266 members Entering Unmasked Estep ConsiderDeletion Score: -2383390.250000 Penalty: 5635.665039 Iteration 59Q: 12 clusters Score -2383390 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 498 members Mstep: Class 4 contains 1264 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33524 members Mstep: Class 11 contains 11669 members Mstep: Class 12 contains 899 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 734 members Mstep: Class 17 contains 15598 members Mstep: Class 19 contains 11318 members Mstep: Class 20 contains 1275 members Entering Unmasked Estep ConsiderDeletion Score: -2383399.000000 Penalty: 5635.665039 Iteration 60F: 12 clusters Score -2383399 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 494 members Mstep: Class 4 contains 1265 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33560 members Mstep: Class 11 contains 11640 members Mstep: Class 12 contains 888 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 732 members Mstep: Class 17 contains 15597 members Mstep: Class 19 contains 11320 members Mstep: Class 20 contains 1283 members Entering Unmasked Estep ConsiderDeletion Score: -2383403.500000 Penalty: 5635.665039 Iteration 61Q: 12 clusters Score -2383404 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 492 members Mstep: Class 4 contains 1267 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33592 members Mstep: Class 11 contains 11613 members Mstep: Class 12 contains 878 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 730 members Mstep: Class 17 contains 15596 members Mstep: Class 19 contains 11321 members Mstep: Class 20 contains 1290 members Entering Unmasked Estep ConsiderDeletion Score: -2383410.500000 Penalty: 5635.665039 Iteration 62Q: 12 clusters Score -2383410 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 491 members Mstep: Class 4 contains 1265 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33623 members Mstep: Class 11 contains 11585 members Mstep: Class 12 contains 870 members Mstep: Class 14 contains 494 members Mstep: Class 16 contains 732 members Mstep: Class 17 contains 15595 members Mstep: Class 19 contains 11322 members Mstep: Class 20 contains 1295 members Entering Unmasked Estep ConsiderDeletion Score: -2383412.500000 Penalty: 5635.665039 Iteration 63Q: 12 clusters Score -2383412 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 491 members Mstep: Class 4 contains 1267 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33663 members Mstep: Class 11 contains 11554 members Mstep: Class 12 contains 858 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 736 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11319 members Mstep: Class 20 contains 1299 members Entering Unmasked Estep ConsiderDeletion Score: -2383425.750000 Penalty: 5635.665039 Iteration 64Q: 12 clusters Score -2383426 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1265 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33698 members Mstep: Class 11 contains 11525 members Mstep: Class 12 contains 848 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 742 members Mstep: Class 17 contains 15594 members Mstep: Class 19 contains 11319 members Mstep: Class 20 contains 1298 members Entering Unmasked Estep ConsiderDeletion Score: -2383433.500000 Penalty: 5635.665039 Iteration 65Q: 12 clusters Score -2383434 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1267 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33728 members Mstep: Class 11 contains 11503 members Mstep: Class 12 contains 837 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 745 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11316 members Mstep: Class 20 contains 1301 members Entering Unmasked Estep ConsiderDeletion Score: -2383443.250000 Penalty: 5635.665039 Iteration 66Q: 12 clusters Score -2383443 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1272 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33747 members Mstep: Class 11 contains 11487 members Mstep: Class 12 contains 830 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 745 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11314 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383444.750000 Penalty: 5635.665039 Iteration 67Q: 12 clusters Score -2383445 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1274 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33769 members Mstep: Class 11 contains 11470 members Mstep: Class 12 contains 817 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 746 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11319 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383444.750000 Penalty: 5635.665039 Iteration 68Q: 12 clusters Score -2383445 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1275 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33782 members Mstep: Class 11 contains 11456 members Mstep: Class 12 contains 811 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 748 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11323 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383446.000000 Penalty: 5635.665039 Iteration 69Q: 12 clusters Score -2383446 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1279 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33798 members Mstep: Class 11 contains 11440 members Mstep: Class 12 contains 805 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11324 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383446.750000 Penalty: 5635.665039 Iteration 70Q: 12 clusters Score -2383447 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1282 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33820 members Mstep: Class 11 contains 11421 members Mstep: Class 12 contains 796 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11326 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383448.000000 Penalty: 5635.665039 Iteration 71Q: 12 clusters Score -2383448 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33842 members Mstep: Class 11 contains 11406 members Mstep: Class 12 contains 782 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11332 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383448.500000 Penalty: 5635.665039 Iteration 72Q: 12 clusters Score -2383448 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33863 members Mstep: Class 11 contains 11387 members Mstep: Class 12 contains 772 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11340 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383454.000000 Penalty: 5635.665039 Iteration 73Q: 12 clusters Score -2383454 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33888 members Mstep: Class 11 contains 11366 members Mstep: Class 12 contains 763 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11345 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383457.750000 Penalty: 5635.665039 Iteration 74Q: 12 clusters Score -2383458 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33918 members Mstep: Class 11 contains 11343 members Mstep: Class 12 contains 753 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11348 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383459.000000 Penalty: 5635.665039 Iteration 75Q: 12 clusters Score -2383459 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33944 members Mstep: Class 11 contains 11322 members Mstep: Class 12 contains 748 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11348 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383460.500000 Penalty: 5635.665039 Iteration 76Q: 12 clusters Score -2383460 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33965 members Mstep: Class 11 contains 11306 members Mstep: Class 12 contains 740 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11351 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383466.750000 Penalty: 5635.665039 Iteration 77Q: 12 clusters Score -2383467 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 33983 members Mstep: Class 11 contains 11292 members Mstep: Class 12 contains 733 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11354 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383466.500000 Penalty: 5635.665039 Iteration 78Q: 12 clusters Score -2383466 nChanged 29 Entering ConstructFrom: Score: -2383466.500000 Penalty: 5635.665039 Entering ConstructFrom: Trying to split cluster 2 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -14650.624023 Penalty: 281.845459 Iteration 0F: 2 clusters Score -14650.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -14180.572266 Penalty: 563.690918 Iteration 0F: 3 clusters Score -14180.57 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -14293.065430 Penalty: 563.690918 Iteration 1F: 3 clusters Score -14293.07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -14317.595703 Penalty: 563.690918 Iteration 2F: 3 clusters Score -14317.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -14326.961914 Penalty: 563.690918 Iteration 3Q: 3 clusters Score -14326.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -14331.865234 Penalty: 563.690918 Iteration 4Q: 3 clusters Score -14331.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -14338.383789 Penalty: 563.690918 Iteration 5Q: 3 clusters Score -14338.38 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -14346.667969 Penalty: 563.690918 Iteration 6Q: 3 clusters Score -14346.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14350.625977 Penalty: 563.690918 Iteration 7Q: 3 clusters Score -14350.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -14351.690430 Penalty: 563.690918 Iteration 8Q: 3 clusters Score -14351.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -14355.428711 Penalty: 563.690918 Iteration 9Q: 3 clusters Score -14355.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -14360.713867 Penalty: 563.690918 Iteration 10Q: 3 clusters Score -14360.71 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -14362.605469 Penalty: 563.690918 Iteration 11Q: 3 clusters Score -14362.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -14363.839844 Penalty: 563.690918 Iteration 12Q: 3 clusters Score -14363.84 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -14364.083008 Penalty: 563.690918 Iteration 13Q: 3 clusters Score -14364.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -14364.905273 Penalty: 563.690918 Iteration 14Q: 3 clusters Score -14364.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -14365.593750 Penalty: 563.690918 Iteration 15Q: 3 clusters Score -14365.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -14366.695312 Penalty: 563.690918 Iteration 16Q: 3 clusters Score -14366.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -14367.082031 Penalty: 563.690918 Iteration 17Q: 3 clusters Score -14367.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -14367.352539 Penalty: 563.690918 Iteration 18Q: 3 clusters Score -14367.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -14367.436523 Penalty: 563.690918 Iteration 19Q: 3 clusters Score -14367.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -14367.436523 Penalty: 563.690918 Iteration 20F: 3 clusters Score -14367.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Entering Unmasked Estep Score: -34541.519531 Penalty: 325.641510 Iteration 0F: 2 clusters Score -34541.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -33619.195312 Penalty: 651.283020 Iteration 0F: 3 clusters Score -33619.2 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -33944.367188 Penalty: 651.283020 Iteration 1F: 3 clusters Score -33944.37 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -33983.027344 Penalty: 651.283020 Iteration 2F: 3 clusters Score -33983.03 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -34010.042969 Penalty: 651.283020 Iteration 3Q: 3 clusters Score -34010.04 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -34039.320312 Penalty: 651.283020 Iteration 4Q: 3 clusters Score -34039.32 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -34079.902344 Penalty: 651.283020 Iteration 5Q: 3 clusters Score -34079.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -34145.207031 Penalty: 651.283020 Iteration 6Q: 3 clusters Score -34145.21 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -34224.816406 Penalty: 651.283020 Iteration 7F: 3 clusters Score -34224.82 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -34297.359375 Penalty: 651.283020 Iteration 8F: 3 clusters Score -34297.36 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -34389.062500 Penalty: 651.283020 Iteration 9F: 3 clusters Score -34389.06 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 1077 members Entering Unmasked Estep Score: -34463.582031 Penalty: 651.283020 Iteration 10Q: 3 clusters Score -34463.58 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -34516.230469 Penalty: 651.283020 Iteration 11Q: 3 clusters Score -34516.23 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -34543.894531 Penalty: 651.283020 Iteration 12Q: 3 clusters Score -34543.89 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -34555.250000 Penalty: 651.283020 Iteration 13Q: 3 clusters Score -34555.25 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -34560.683594 Penalty: 651.283020 Iteration 14Q: 3 clusters Score -34560.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -34561.968750 Penalty: 651.283020 Iteration 15Q: 3 clusters Score -34561.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -34561.968750 Penalty: 651.283020 Iteration 16F: 3 clusters Score -34561.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 129 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34000 members Mstep: Class 11 contains 11273 members Mstep: Class 12 contains 732 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11357 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep Score: -2383303.000000 Penalty: 6147.998047 Splitting cluster 4 changes total score from -2383466.500000 to -2383303.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (379 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Entering Unmasked Estep Score: -13369.491211 Penalty: 270.157898 Iteration 0F: 2 clusters Score -13369.49 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -12961.716797 Penalty: 540.315796 Iteration 0F: 3 clusters Score -12961.72 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -13034.651367 Penalty: 540.315796 Iteration 1F: 3 clusters Score -13034.65 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -13050.611328 Penalty: 540.315796 Iteration 2F: 3 clusters Score -13050.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -13057.886719 Penalty: 540.315796 Iteration 3Q: 3 clusters Score -13057.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -13061.048828 Penalty: 540.315796 Iteration 4Q: 3 clusters Score -13061.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -13065.656250 Penalty: 540.315796 Iteration 5Q: 3 clusters Score -13065.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -13070.118164 Penalty: 540.315796 Iteration 6Q: 3 clusters Score -13070.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -13074.024414 Penalty: 540.315796 Iteration 7Q: 3 clusters Score -13074.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -13075.757812 Penalty: 540.315796 Iteration 8Q: 3 clusters Score -13075.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -13079.775391 Penalty: 540.315796 Iteration 9Q: 3 clusters Score -13079.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -13085.034180 Penalty: 540.315796 Iteration 10Q: 3 clusters Score -13085.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -13089.619141 Penalty: 540.315796 Iteration 11Q: 3 clusters Score -13089.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -13094.219727 Penalty: 540.315796 Iteration 12Q: 3 clusters Score -13094.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -13099.075195 Penalty: 540.315796 Iteration 13Q: 3 clusters Score -13099.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -13100.162109 Penalty: 540.315796 Iteration 14Q: 3 clusters Score -13100.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -13101.322266 Penalty: 540.315796 Iteration 15Q: 3 clusters Score -13101.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -13103.004883 Penalty: 540.315796 Iteration 16Q: 3 clusters Score -13103 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -13104.867188 Penalty: 540.315796 Iteration 17Q: 3 clusters Score -13104.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -13104.867188 Penalty: 540.315796 Iteration 18F: 3 clusters Score -13104.87 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (34000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34000 members Entering Unmasked Estep Score: -1108526.125000 Penalty: 474.752258 Iteration 0F: 2 clusters Score -1108526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16996 members Mstep: Class 2 contains 17004 members Entering Unmasked Estep Score: -1085752.750000 Penalty: 949.504517 Iteration 0F: 3 clusters Score -1085753 nChanged 16478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18096 members Mstep: Class 2 contains 15904 members Entering Unmasked Estep Score: -1096160.125000 Penalty: 949.504517 Iteration 1F: 3 clusters Score -1096160 nChanged 1964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18848 members Mstep: Class 2 contains 15152 members Entering Unmasked Estep Score: -1097065.375000 Penalty: 949.504517 Iteration 2F: 3 clusters Score -1097065 nChanged 2179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19841 members Mstep: Class 2 contains 14159 members Entering Unmasked Estep Score: -1098184.375000 Penalty: 949.504517 Iteration 3F: 3 clusters Score -1098184 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20963 members Mstep: Class 2 contains 13037 members Entering Unmasked Estep Score: -1099398.250000 Penalty: 949.504517 Iteration 4F: 3 clusters Score -1099398 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22244 members Mstep: Class 2 contains 11756 members Entering Unmasked Estep Score: -1100795.500000 Penalty: 949.504517 Iteration 5F: 3 clusters Score -1100796 nChanged 1759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23435 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -1102160.125000 Penalty: 949.504517 Iteration 6F: 3 clusters Score -1102160 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24403 members Mstep: Class 2 contains 9597 members Entering Unmasked Estep Score: -1103250.000000 Penalty: 949.504517 Iteration 7Q: 3 clusters Score -1103250 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25259 members Mstep: Class 2 contains 8741 members Entering Unmasked Estep Score: -1103985.375000 Penalty: 949.504517 Iteration 8Q: 3 clusters Score -1103985 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26064 members Mstep: Class 2 contains 7936 members Entering Unmasked Estep Score: -1104440.125000 Penalty: 949.504517 Iteration 9Q: 3 clusters Score -1104440 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26827 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -1104794.375000 Penalty: 949.504517 Iteration 10Q: 3 clusters Score -1104794 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27540 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1105105.625000 Penalty: 949.504517 Iteration 11Q: 3 clusters Score -1105106 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28246 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -1105421.750000 Penalty: 949.504517 Iteration 12Q: 3 clusters Score -1105422 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28924 members Mstep: Class 2 contains 5076 members Entering Unmasked Estep Score: -1105745.375000 Penalty: 949.504517 Iteration 13Q: 3 clusters Score -1105745 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29578 members Mstep: Class 2 contains 4422 members Entering Unmasked Estep Score: -1106069.875000 Penalty: 949.504517 Iteration 14Q: 3 clusters Score -1106070 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30165 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -1106374.375000 Penalty: 949.504517 Iteration 15Q: 3 clusters Score -1106374 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30698 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1106666.750000 Penalty: 949.504517 Iteration 16Q: 3 clusters Score -1106667 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31185 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -1106948.500000 Penalty: 949.504517 Iteration 17Q: 3 clusters Score -1106948 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31603 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -1107182.750000 Penalty: 949.504517 Iteration 18Q: 3 clusters Score -1107183 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31968 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -1107378.875000 Penalty: 949.504517 Iteration 19Q: 3 clusters Score -1107379 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32269 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -1107540.125000 Penalty: 949.504517 Iteration 20F: 3 clusters Score -1107540 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32501 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1107637.125000 Penalty: 949.504517 Iteration 21Q: 3 clusters Score -1107637 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32687 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -1107711.625000 Penalty: 949.504517 Iteration 22Q: 3 clusters Score -1107712 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32846 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1107776.125000 Penalty: 949.504517 Iteration 23Q: 3 clusters Score -1107776 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32981 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -1107830.250000 Penalty: 949.504517 Iteration 24Q: 3 clusters Score -1107830 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33108 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -1107874.750000 Penalty: 949.504517 Iteration 25Q: 3 clusters Score -1107875 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33215 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1107922.750000 Penalty: 949.504517 Iteration 26Q: 3 clusters Score -1107923 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33315 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -1107974.250000 Penalty: 949.504517 Iteration 27Q: 3 clusters Score -1107974 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33394 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -1108010.875000 Penalty: 949.504517 Iteration 28Q: 3 clusters Score -1108011 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33461 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1108054.625000 Penalty: 949.504517 Iteration 29Q: 3 clusters Score -1108055 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33512 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1108082.000000 Penalty: 949.504517 Iteration 30Q: 3 clusters Score -1108082 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33562 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -1108103.875000 Penalty: 949.504517 Iteration 31Q: 3 clusters Score -1108104 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33601 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -1108120.875000 Penalty: 949.504517 Iteration 32Q: 3 clusters Score -1108121 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33619 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -1108125.125000 Penalty: 949.504517 Iteration 33Q: 3 clusters Score -1108125 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33631 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1108132.375000 Penalty: 949.504517 Iteration 34Q: 3 clusters Score -1108132 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33645 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -1108139.125000 Penalty: 949.504517 Iteration 35Q: 3 clusters Score -1108139 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33660 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -1108146.875000 Penalty: 949.504517 Iteration 36Q: 3 clusters Score -1108147 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33673 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1108150.250000 Penalty: 949.504517 Iteration 37Q: 3 clusters Score -1108150 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33685 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1108153.250000 Penalty: 949.504517 Iteration 38Q: 3 clusters Score -1108153 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33697 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1108158.000000 Penalty: 949.504517 Iteration 39Q: 3 clusters Score -1108158 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33711 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1108166.250000 Penalty: 949.504517 Iteration 40F: 3 clusters Score -1108166 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33716 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -1108168.000000 Penalty: 949.504517 Iteration 41Q: 3 clusters Score -1108168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33719 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -1108167.750000 Penalty: 949.504517 Iteration 42Q: 3 clusters Score -1108168 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33720 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -1108167.625000 Penalty: 949.504517 Iteration 43Q: 3 clusters Score -1108168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33721 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1108167.750000 Penalty: 949.504517 Iteration 44Q: 3 clusters Score -1108168 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33721 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -1108167.750000 Penalty: 949.504517 Iteration 45F: 3 clusters Score -1108168 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11273 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Entering Unmasked Estep Score: -386673.718750 Penalty: 424.522552 Iteration 0F: 2 clusters Score -386673.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 5627 members Entering Unmasked Estep Score: -379143.468750 Penalty: 849.045105 Iteration 0F: 3 clusters Score -379143.5 nChanged 5284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5874 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -382272.656250 Penalty: 849.045105 Iteration 1F: 3 clusters Score -382272.7 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5999 members Mstep: Class 2 contains 5274 members Entering Unmasked Estep Score: -382521.031250 Penalty: 849.045105 Iteration 2F: 3 clusters Score -382521 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 5120 members Entering Unmasked Estep Score: -382803.125000 Penalty: 849.045105 Iteration 3F: 3 clusters Score -382803.1 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6319 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -383159.937500 Penalty: 849.045105 Iteration 4F: 3 clusters Score -383159.9 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6489 members Mstep: Class 2 contains 4784 members Entering Unmasked Estep Score: -383588.031250 Penalty: 849.045105 Iteration 5F: 3 clusters Score -383588 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -384084.781250 Penalty: 849.045105 Iteration 6F: 3 clusters Score -384084.8 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6794 members Mstep: Class 2 contains 4479 members Entering Unmasked Estep Score: -384466.218750 Penalty: 849.045105 Iteration 7F: 3 clusters Score -384466.2 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6917 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -384663.718750 Penalty: 849.045105 Iteration 8Q: 3 clusters Score -384663.7 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 4256 members Entering Unmasked Estep Score: -384765.718750 Penalty: 849.045105 Iteration 9Q: 3 clusters Score -384765.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7099 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -384837.125000 Penalty: 849.045105 Iteration 10Q: 3 clusters Score -384837.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7172 members Mstep: Class 2 contains 4101 members Entering Unmasked Estep Score: -384892.125000 Penalty: 849.045105 Iteration 11Q: 3 clusters Score -384892.1 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -384944.468750 Penalty: 849.045105 Iteration 12Q: 3 clusters Score -384944.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -385001.187500 Penalty: 849.045105 Iteration 13Q: 3 clusters Score -385001.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7429 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -385051.218750 Penalty: 849.045105 Iteration 14Q: 3 clusters Score -385051.2 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 3762 members Entering Unmasked Estep Score: -385097.625000 Penalty: 849.045105 Iteration 15Q: 3 clusters Score -385097.6 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7595 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -385139.062500 Penalty: 849.045105 Iteration 16Q: 3 clusters Score -385139.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7671 members Mstep: Class 2 contains 3602 members Entering Unmasked Estep Score: -385173.875000 Penalty: 849.045105 Iteration 17Q: 3 clusters Score -385173.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 3517 members Entering Unmasked Estep Score: -385206.468750 Penalty: 849.045105 Iteration 18Q: 3 clusters Score -385206.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7851 members Mstep: Class 2 contains 3422 members Entering Unmasked Estep Score: -385243.937500 Penalty: 849.045105 Iteration 19Q: 3 clusters Score -385243.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -385277.593750 Penalty: 849.045105 Iteration 20F: 3 clusters Score -385277.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8036 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -385306.000000 Penalty: 849.045105 Iteration 21Q: 3 clusters Score -385306 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8139 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -385336.718750 Penalty: 849.045105 Iteration 22Q: 3 clusters Score -385336.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8235 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -385363.906250 Penalty: 849.045105 Iteration 23Q: 3 clusters Score -385363.9 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -385392.312500 Penalty: 849.045105 Iteration 24Q: 3 clusters Score -385392.3 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8440 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -385416.187500 Penalty: 849.045105 Iteration 25Q: 3 clusters Score -385416.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8538 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -385444.281250 Penalty: 849.045105 Iteration 26Q: 3 clusters Score -385444.3 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -385476.093750 Penalty: 849.045105 Iteration 27Q: 3 clusters Score -385476.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8752 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -385511.718750 Penalty: 849.045105 Iteration 28Q: 3 clusters Score -385511.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8865 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -385546.312500 Penalty: 849.045105 Iteration 29Q: 3 clusters Score -385546.3 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -385577.937500 Penalty: 849.045105 Iteration 30Q: 3 clusters Score -385577.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9079 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -385606.875000 Penalty: 849.045105 Iteration 31Q: 3 clusters Score -385606.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9169 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -385631.000000 Penalty: 849.045105 Iteration 32Q: 3 clusters Score -385631 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -385653.843750 Penalty: 849.045105 Iteration 33Q: 3 clusters Score -385653.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -385677.468750 Penalty: 849.045105 Iteration 34Q: 3 clusters Score -385677.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9446 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -385707.156250 Penalty: 849.045105 Iteration 35Q: 3 clusters Score -385707.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9548 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -385735.437500 Penalty: 849.045105 Iteration 36Q: 3 clusters Score -385735.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9635 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -385762.187500 Penalty: 849.045105 Iteration 37Q: 3 clusters Score -385762.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9720 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -385788.343750 Penalty: 849.045105 Iteration 38Q: 3 clusters Score -385788.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -385816.843750 Penalty: 849.045105 Iteration 39Q: 3 clusters Score -385816.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9887 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -385839.375000 Penalty: 849.045105 Iteration 40F: 3 clusters Score -385839.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -385861.750000 Penalty: 849.045105 Iteration 41Q: 3 clusters Score -385861.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10032 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -385888.625000 Penalty: 849.045105 Iteration 42Q: 3 clusters Score -385888.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10107 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -385915.218750 Penalty: 849.045105 Iteration 43Q: 3 clusters Score -385915.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10174 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -385938.500000 Penalty: 849.045105 Iteration 44Q: 3 clusters Score -385938.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -385967.093750 Penalty: 849.045105 Iteration 45Q: 3 clusters Score -385967.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -385994.437500 Penalty: 849.045105 Iteration 46Q: 3 clusters Score -385994.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10404 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -386027.406250 Penalty: 849.045105 Iteration 47Q: 3 clusters Score -386027.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10468 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -386052.656250 Penalty: 849.045105 Iteration 48Q: 3 clusters Score -386052.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10544 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -386083.312500 Penalty: 849.045105 Iteration 49Q: 3 clusters Score -386083.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -386112.781250 Penalty: 849.045105 Iteration 50Q: 3 clusters Score -386112.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10670 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -386135.531250 Penalty: 849.045105 Iteration 51Q: 3 clusters Score -386135.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -386151.875000 Penalty: 849.045105 Iteration 52Q: 3 clusters Score -386151.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10752 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -386161.437500 Penalty: 849.045105 Iteration 53Q: 3 clusters Score -386161.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10777 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -386169.375000 Penalty: 849.045105 Iteration 54Q: 3 clusters Score -386169.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10802 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -386177.187500 Penalty: 849.045105 Iteration 55Q: 3 clusters Score -386177.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10824 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -386184.812500 Penalty: 849.045105 Iteration 56Q: 3 clusters Score -386184.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10846 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -386189.093750 Penalty: 849.045105 Iteration 57Q: 3 clusters Score -386189.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10866 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -386195.718750 Penalty: 849.045105 Iteration 58Q: 3 clusters Score -386195.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10880 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -386199.500000 Penalty: 849.045105 Iteration 59Q: 3 clusters Score -386199.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10889 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -386202.906250 Penalty: 849.045105 Iteration 60F: 3 clusters Score -386202.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10901 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -386207.093750 Penalty: 849.045105 Iteration 61Q: 3 clusters Score -386207.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10918 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -386214.625000 Penalty: 849.045105 Iteration 62Q: 3 clusters Score -386214.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -386225.062500 Penalty: 849.045105 Iteration 63Q: 3 clusters Score -386225.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10956 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -386235.781250 Penalty: 849.045105 Iteration 64Q: 3 clusters Score -386235.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -386246.031250 Penalty: 849.045105 Iteration 65Q: 3 clusters Score -386246 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -386251.968750 Penalty: 849.045105 Iteration 66Q: 3 clusters Score -386252 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11011 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -386261.500000 Penalty: 849.045105 Iteration 67Q: 3 clusters Score -386261.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -386276.125000 Penalty: 849.045105 Iteration 68Q: 3 clusters Score -386276.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11050 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -386284.593750 Penalty: 849.045105 Iteration 69Q: 3 clusters Score -386284.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -386289.281250 Penalty: 849.045105 Iteration 70Q: 3 clusters Score -386289.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11072 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -386294.812500 Penalty: 849.045105 Iteration 71Q: 3 clusters Score -386294.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11082 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -386306.468750 Penalty: 849.045105 Iteration 72Q: 3 clusters Score -386306.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11090 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -386310.812500 Penalty: 849.045105 Iteration 73Q: 3 clusters Score -386310.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -386311.687500 Penalty: 849.045105 Iteration 74Q: 3 clusters Score -386311.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -386311.906250 Penalty: 849.045105 Iteration 75Q: 3 clusters Score -386311.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11093 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -386312.750000 Penalty: 849.045105 Iteration 76Q: 3 clusters Score -386312.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11094 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -386313.000000 Penalty: 849.045105 Iteration 77Q: 3 clusters Score -386313 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -386313.343750 Penalty: 849.045105 Iteration 78Q: 3 clusters Score -386313.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11096 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -386312.937500 Penalty: 849.045105 Iteration 79Q: 3 clusters Score -386312.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11097 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -386313.468750 Penalty: 849.045105 Iteration 80F: 3 clusters Score -386313.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (732 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Entering Unmasked Estep Score: -26937.306641 Penalty: 300.108002 Iteration 0F: 2 clusters Score -26937.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -26293.869141 Penalty: 600.216003 Iteration 0F: 3 clusters Score -26293.87 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -26456.332031 Penalty: 600.216003 Iteration 1F: 3 clusters Score -26456.33 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -26490.306641 Penalty: 600.216003 Iteration 2F: 3 clusters Score -26490.31 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -26519.416016 Penalty: 600.216003 Iteration 3Q: 3 clusters Score -26519.42 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -26538.037109 Penalty: 600.216003 Iteration 4Q: 3 clusters Score -26538.04 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -26557.289062 Penalty: 600.216003 Iteration 5Q: 3 clusters Score -26557.29 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -26572.189453 Penalty: 600.216003 Iteration 6Q: 3 clusters Score -26572.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -26589.232422 Penalty: 600.216003 Iteration 7Q: 3 clusters Score -26589.23 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -26605.648438 Penalty: 600.216003 Iteration 8Q: 3 clusters Score -26605.65 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -26618.013672 Penalty: 600.216003 Iteration 9Q: 3 clusters Score -26618.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -26626.642578 Penalty: 600.216003 Iteration 10Q: 3 clusters Score -26626.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -26636.830078 Penalty: 600.216003 Iteration 11Q: 3 clusters Score -26636.83 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 139 members Entering Unmasked Estep Score: -26648.925781 Penalty: 600.216003 Iteration 12Q: 3 clusters Score -26648.93 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -26659.314453 Penalty: 600.216003 Iteration 13Q: 3 clusters Score -26659.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 123 members Entering Unmasked Estep Score: -26664.789062 Penalty: 600.216003 Iteration 14Q: 3 clusters Score -26664.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -26670.064453 Penalty: 600.216003 Iteration 15Q: 3 clusters Score -26670.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -26673.519531 Penalty: 600.216003 Iteration 16Q: 3 clusters Score -26673.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -26673.714844 Penalty: 600.216003 Iteration 17Q: 3 clusters Score -26673.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -26673.714844 Penalty: 600.216003 Iteration 18F: 3 clusters Score -26673.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Entering Unmasked Estep Score: -16048.987305 Penalty: 282.123169 Iteration 0F: 2 clusters Score -16048.99 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -15573.338867 Penalty: 564.246338 Iteration 0F: 3 clusters Score -15573.34 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -15678.025391 Penalty: 564.246338 Iteration 1F: 3 clusters Score -15678.03 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -15712.208008 Penalty: 564.246338 Iteration 2F: 3 clusters Score -15712.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -15730.546875 Penalty: 564.246338 Iteration 3Q: 3 clusters Score -15730.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -15745.750000 Penalty: 564.246338 Iteration 4Q: 3 clusters Score -15745.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -15757.541016 Penalty: 564.246338 Iteration 5Q: 3 clusters Score -15757.54 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -15767.741211 Penalty: 564.246338 Iteration 6Q: 3 clusters Score -15767.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -15775.655273 Penalty: 564.246338 Iteration 7Q: 3 clusters Score -15775.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -15779.840820 Penalty: 564.246338 Iteration 8Q: 3 clusters Score -15779.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -15784.329102 Penalty: 564.246338 Iteration 9Q: 3 clusters Score -15784.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -15787.610352 Penalty: 564.246338 Iteration 10Q: 3 clusters Score -15787.61 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -15788.451172 Penalty: 564.246338 Iteration 11Q: 3 clusters Score -15788.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -15789.370117 Penalty: 564.246338 Iteration 12Q: 3 clusters Score -15789.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -15789.597656 Penalty: 564.246338 Iteration 13Q: 3 clusters Score -15789.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -15789.597656 Penalty: 564.246338 Iteration 14F: 3 clusters Score -15789.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Entering Unmasked Estep Score: -19665.304688 Penalty: 301.213348 Iteration 0F: 2 clusters Score -19665.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -19022.541016 Penalty: 602.426697 Iteration 0F: 3 clusters Score -19022.54 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -19185.466797 Penalty: 602.426697 Iteration 1F: 3 clusters Score -19185.47 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -19231.156250 Penalty: 602.426697 Iteration 2F: 3 clusters Score -19231.16 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -19274.402344 Penalty: 602.426697 Iteration 3F: 3 clusters Score -19274.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -19304.902344 Penalty: 602.426697 Iteration 4Q: 3 clusters Score -19304.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -19333.689453 Penalty: 602.426697 Iteration 5Q: 3 clusters Score -19333.69 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -19355.404297 Penalty: 602.426697 Iteration 6Q: 3 clusters Score -19355.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19367.300781 Penalty: 602.426697 Iteration 7Q: 3 clusters Score -19367.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -19374.738281 Penalty: 602.426697 Iteration 8Q: 3 clusters Score -19374.74 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -19378.146484 Penalty: 602.426697 Iteration 9Q: 3 clusters Score -19378.15 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -19379.406250 Penalty: 602.426697 Iteration 10Q: 3 clusters Score -19379.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -19385.136719 Penalty: 602.426697 Iteration 11Q: 3 clusters Score -19385.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -19389.455078 Penalty: 602.426697 Iteration 12Q: 3 clusters Score -19389.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -19392.089844 Penalty: 602.426697 Iteration 13Q: 3 clusters Score -19392.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -19393.027344 Penalty: 602.426697 Iteration 14Q: 3 clusters Score -19393.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -19394.306641 Penalty: 602.426697 Iteration 15Q: 3 clusters Score -19394.31 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -19394.820312 Penalty: 602.426697 Iteration 16Q: 3 clusters Score -19394.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -19394.820312 Penalty: 602.426697 Iteration 17F: 3 clusters Score -19394.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15592 members Entering Unmasked Estep Score: -505117.062500 Penalty: 439.280365 Iteration 0F: 2 clusters Score -505117.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7680 members Mstep: Class 2 contains 7912 members Entering Unmasked Estep Score: -494733.468750 Penalty: 878.560730 Iteration 0F: 3 clusters Score -494733.5 nChanged 7394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 9228 members Entering Unmasked Estep Score: -499385.156250 Penalty: 878.560730 Iteration 1F: 3 clusters Score -499385.2 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5543 members Mstep: Class 2 contains 10049 members Entering Unmasked Estep Score: -500146.593750 Penalty: 878.560730 Iteration 2F: 3 clusters Score -500146.6 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 10972 members Entering Unmasked Estep Score: -501038.875000 Penalty: 878.560730 Iteration 3F: 3 clusters Score -501038.9 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 11907 members Entering Unmasked Estep Score: -501938.875000 Penalty: 878.560730 Iteration 4F: 3 clusters Score -501938.9 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 12747 members Entering Unmasked Estep Score: -502705.375000 Penalty: 878.560730 Iteration 5F: 3 clusters Score -502705.4 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 13412 members Entering Unmasked Estep Score: -503259.187500 Penalty: 878.560730 Iteration 6Q: 3 clusters Score -503259.2 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 13944 members Entering Unmasked Estep Score: -503664.718750 Penalty: 878.560730 Iteration 7Q: 3 clusters Score -503664.7 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 14365 members Entering Unmasked Estep Score: -503987.125000 Penalty: 878.560730 Iteration 8Q: 3 clusters Score -503987.1 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 14716 members Entering Unmasked Estep Score: -504261.843750 Penalty: 878.560730 Iteration 9Q: 3 clusters Score -504261.8 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 14948 members Entering Unmasked Estep Score: -504434.687500 Penalty: 878.560730 Iteration 10Q: 3 clusters Score -504434.7 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 15103 members Entering Unmasked Estep Score: -504552.937500 Penalty: 878.560730 Iteration 11Q: 3 clusters Score -504552.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 15206 members Entering Unmasked Estep Score: -504636.437500 Penalty: 878.560730 Iteration 12Q: 3 clusters Score -504636.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 15263 members Entering Unmasked Estep Score: -504703.437500 Penalty: 878.560730 Iteration 13Q: 3 clusters Score -504703.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 15301 members Entering Unmasked Estep Score: -504758.375000 Penalty: 878.560730 Iteration 14Q: 3 clusters Score -504758.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 15323 members Entering Unmasked Estep Score: -504805.656250 Penalty: 878.560730 Iteration 15Q: 3 clusters Score -504805.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 15335 members Entering Unmasked Estep Score: -504832.343750 Penalty: 878.560730 Iteration 16Q: 3 clusters Score -504832.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 15353 members Entering Unmasked Estep Score: -504853.625000 Penalty: 878.560730 Iteration 17Q: 3 clusters Score -504853.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -504868.062500 Penalty: 878.560730 Iteration 18Q: 3 clusters Score -504868.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 15361 members Entering Unmasked Estep Score: -504877.312500 Penalty: 878.560730 Iteration 19Q: 3 clusters Score -504877.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -504881.906250 Penalty: 878.560730 Iteration 20F: 3 clusters Score -504881.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 15367 members Entering Unmasked Estep Score: -504883.093750 Penalty: 878.560730 Iteration 21Q: 3 clusters Score -504883.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 15369 members Entering Unmasked Estep Score: -504883.687500 Penalty: 878.560730 Iteration 22Q: 3 clusters Score -504883.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -504884.406250 Penalty: 878.560730 Iteration 23Q: 3 clusters Score -504884.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 15372 members Entering Unmasked Estep Score: -504884.093750 Penalty: 878.560730 Iteration 24Q: 3 clusters Score -504884.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 15372 members Entering Unmasked Estep Score: -504884.093750 Penalty: 878.560730 Iteration 25F: 3 clusters Score -504884.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11357 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11357 members Entering Unmasked Estep Score: -341826.593750 Penalty: 424.860321 Iteration 0F: 2 clusters Score -341826.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 5603 members Entering Unmasked Estep Score: -334300.250000 Penalty: 849.720642 Iteration 0F: 3 clusters Score -334300.2 nChanged 5286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 4827 members Entering Unmasked Estep Score: -337521.250000 Penalty: 849.720642 Iteration 1F: 3 clusters Score -337521.2 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 4356 members Entering Unmasked Estep Score: -338028.781250 Penalty: 849.720642 Iteration 2F: 3 clusters Score -338028.8 nChanged 852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7597 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -338651.843750 Penalty: 849.720642 Iteration 3F: 3 clusters Score -338651.8 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8216 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -339295.281250 Penalty: 849.720642 Iteration 4F: 3 clusters Score -339295.3 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8744 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -339891.968750 Penalty: 849.720642 Iteration 5F: 3 clusters Score -339892 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -340411.031250 Penalty: 849.720642 Iteration 6Q: 3 clusters Score -340411 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9431 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -340726.781250 Penalty: 849.720642 Iteration 7Q: 3 clusters Score -340726.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9659 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -340928.031250 Penalty: 849.720642 Iteration 8Q: 3 clusters Score -340928 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9831 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -341033.937500 Penalty: 849.720642 Iteration 9Q: 3 clusters Score -341033.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9969 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -341102.406250 Penalty: 849.720642 Iteration 10Q: 3 clusters Score -341102.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10094 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -341163.375000 Penalty: 849.720642 Iteration 11Q: 3 clusters Score -341163.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10197 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -341216.156250 Penalty: 849.720642 Iteration 12Q: 3 clusters Score -341216.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10288 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -341261.437500 Penalty: 849.720642 Iteration 13Q: 3 clusters Score -341261.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -341298.406250 Penalty: 849.720642 Iteration 14Q: 3 clusters Score -341298.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10446 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -341327.906250 Penalty: 849.720642 Iteration 15Q: 3 clusters Score -341327.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10516 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -341353.531250 Penalty: 849.720642 Iteration 16Q: 3 clusters Score -341353.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10576 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -341377.031250 Penalty: 849.720642 Iteration 17Q: 3 clusters Score -341377 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10628 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -341395.312500 Penalty: 849.720642 Iteration 18Q: 3 clusters Score -341395.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10665 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -341407.281250 Penalty: 849.720642 Iteration 19Q: 3 clusters Score -341407.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10697 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -341419.281250 Penalty: 849.720642 Iteration 20F: 3 clusters Score -341419.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10730 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -341428.875000 Penalty: 849.720642 Iteration 21Q: 3 clusters Score -341428.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10760 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -341439.406250 Penalty: 849.720642 Iteration 22Q: 3 clusters Score -341439.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10789 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -341448.093750 Penalty: 849.720642 Iteration 23Q: 3 clusters Score -341448.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10817 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -341453.437500 Penalty: 849.720642 Iteration 24Q: 3 clusters Score -341453.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -341457.625000 Penalty: 849.720642 Iteration 25Q: 3 clusters Score -341457.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10849 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -341462.281250 Penalty: 849.720642 Iteration 26Q: 3 clusters Score -341462.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10857 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -341465.625000 Penalty: 849.720642 Iteration 27Q: 3 clusters Score -341465.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10861 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -341466.125000 Penalty: 849.720642 Iteration 28Q: 3 clusters Score -341466.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -341466.937500 Penalty: 849.720642 Iteration 29Q: 3 clusters Score -341466.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -341466.687500 Penalty: 849.720642 Iteration 30Q: 3 clusters Score -341466.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10865 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -341466.687500 Penalty: 849.720642 Iteration 31F: 3 clusters Score -341466.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -39119.843750 Penalty: 326.310364 Iteration 0F: 2 clusters Score -39119.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -38123.453125 Penalty: 652.620728 Iteration 0F: 3 clusters Score -38123.45 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -38428.320312 Penalty: 652.620728 Iteration 1F: 3 clusters Score -38428.32 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -38484.460938 Penalty: 652.620728 Iteration 2F: 3 clusters Score -38484.46 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -38513.058594 Penalty: 652.620728 Iteration 3Q: 3 clusters Score -38513.06 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -38533.421875 Penalty: 652.620728 Iteration 4Q: 3 clusters Score -38533.42 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -38549.906250 Penalty: 652.620728 Iteration 5Q: 3 clusters Score -38549.91 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -38569.250000 Penalty: 652.620728 Iteration 6Q: 3 clusters Score -38569.25 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -38592.671875 Penalty: 652.620728 Iteration 7Q: 3 clusters Score -38592.67 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -38616.238281 Penalty: 652.620728 Iteration 8Q: 3 clusters Score -38616.24 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -38637.734375 Penalty: 652.620728 Iteration 9Q: 3 clusters Score -38637.73 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -38659.675781 Penalty: 652.620728 Iteration 10Q: 3 clusters Score -38659.68 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -38683.839844 Penalty: 652.620728 Iteration 11Q: 3 clusters Score -38683.84 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -38712.035156 Penalty: 652.620728 Iteration 12Q: 3 clusters Score -38712.04 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -38739.035156 Penalty: 652.620728 Iteration 13Q: 3 clusters Score -38739.04 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -38757.078125 Penalty: 652.620728 Iteration 14Q: 3 clusters Score -38757.08 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -38767.214844 Penalty: 652.620728 Iteration 15Q: 3 clusters Score -38767.21 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -38775.585938 Penalty: 652.620728 Iteration 16Q: 3 clusters Score -38775.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -38780.496094 Penalty: 652.620728 Iteration 17Q: 3 clusters Score -38780.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -38788.621094 Penalty: 652.620728 Iteration 18Q: 3 clusters Score -38788.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -38797.492188 Penalty: 652.620728 Iteration 19Q: 3 clusters Score -38797.49 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -38806.359375 Penalty: 652.620728 Iteration 20F: 3 clusters Score -38806.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -38810.113281 Penalty: 652.620728 Iteration 21Q: 3 clusters Score -38810.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -38812.503906 Penalty: 652.620728 Iteration 22Q: 3 clusters Score -38812.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -38814.152344 Penalty: 652.620728 Iteration 23Q: 3 clusters Score -38814.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -38814.878906 Penalty: 652.620728 Iteration 24Q: 3 clusters Score -38814.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 671 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -38815.398438 Penalty: 652.620728 Iteration 25Q: 3 clusters Score -38815.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -38816.375000 Penalty: 652.620728 Iteration 26Q: 3 clusters Score -38816.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -38817.242188 Penalty: 652.620728 Iteration 27Q: 3 clusters Score -38817.24 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -38817.976562 Penalty: 652.620728 Iteration 28Q: 3 clusters Score -38817.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -38818.425781 Penalty: 652.620728 Iteration 29Q: 3 clusters Score -38818.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -38818.425781 Penalty: 652.620728 Iteration 30F: 3 clusters Score -38818.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34000 members Mstep: Class 11 contains 11273 members Mstep: Class 12 contains 732 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11357 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383471.500000 Penalty: 5635.665039 Iteration 79Q: 12 clusters Score -2383472 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34015 members Mstep: Class 11 contains 11256 members Mstep: Class 12 contains 735 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11356 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383471.750000 Penalty: 5635.665039 Iteration 80F: 12 clusters Score -2383472 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34030 members Mstep: Class 11 contains 11240 members Mstep: Class 12 contains 735 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11357 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383470.000000 Penalty: 5635.665039 Iteration 81Q: 12 clusters Score -2383470 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34043 members Mstep: Class 11 contains 11225 members Mstep: Class 12 contains 735 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11359 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383471.500000 Penalty: 5635.665039 Iteration 82Q: 12 clusters Score -2383472 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34053 members Mstep: Class 11 contains 11216 members Mstep: Class 12 contains 734 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11359 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383477.250000 Penalty: 5635.665039 Iteration 83Q: 12 clusters Score -2383477 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34062 members Mstep: Class 11 contains 11209 members Mstep: Class 12 contains 731 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11360 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383476.750000 Penalty: 5635.665039 Iteration 84Q: 12 clusters Score -2383477 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34068 members Mstep: Class 11 contains 11205 members Mstep: Class 12 contains 726 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11363 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383477.000000 Penalty: 5635.665039 Iteration 85Q: 12 clusters Score -2383477 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34077 members Mstep: Class 11 contains 11196 members Mstep: Class 12 contains 725 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11364 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383476.500000 Penalty: 5635.665039 Iteration 86Q: 12 clusters Score -2383476 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34085 members Mstep: Class 11 contains 11191 members Mstep: Class 12 contains 721 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11365 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383471.750000 Penalty: 5635.665039 Iteration 87Q: 12 clusters Score -2383472 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34091 members Mstep: Class 11 contains 11186 members Mstep: Class 12 contains 715 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 750 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11370 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383477.000000 Penalty: 5635.665039 Iteration 88Q: 12 clusters Score -2383477 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34098 members Mstep: Class 11 contains 11179 members Mstep: Class 12 contains 715 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11371 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383477.250000 Penalty: 5635.665039 Iteration 89Q: 12 clusters Score -2383477 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34102 members Mstep: Class 11 contains 11173 members Mstep: Class 12 contains 714 members Mstep: Class 14 contains 492 members Mstep: Class 16 contains 748 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11376 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383476.750000 Penalty: 5635.665039 Iteration 90Q: 12 clusters Score -2383477 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34105 members Mstep: Class 11 contains 11169 members Mstep: Class 12 contains 714 members Mstep: Class 14 contains 492 members Mstep: Class 16 contains 748 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11377 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383479.500000 Penalty: 5635.665039 Iteration 91Q: 12 clusters Score -2383480 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34106 members Mstep: Class 11 contains 11168 members Mstep: Class 12 contains 712 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 748 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11378 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383477.000000 Penalty: 5635.665039 Iteration 92Q: 12 clusters Score -2383477 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34112 members Mstep: Class 11 contains 11165 members Mstep: Class 12 contains 708 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 748 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11379 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383479.500000 Penalty: 5635.665039 Iteration 93Q: 12 clusters Score -2383480 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34117 members Mstep: Class 11 contains 11160 members Mstep: Class 12 contains 706 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 748 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11381 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383478.750000 Penalty: 5635.665039 Iteration 94Q: 12 clusters Score -2383479 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34123 members Mstep: Class 11 contains 11152 members Mstep: Class 12 contains 704 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 748 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11385 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383481.250000 Penalty: 5635.665039 Iteration 95Q: 12 clusters Score -2383481 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34126 members Mstep: Class 11 contains 11147 members Mstep: Class 12 contains 702 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 748 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11389 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383484.750000 Penalty: 5635.665039 Iteration 96Q: 12 clusters Score -2383485 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 379 members Mstep: Class 10 contains 34131 members Mstep: Class 11 contains 11141 members Mstep: Class 12 contains 700 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11391 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383484.000000 Penalty: 5635.665039 Iteration 97Q: 12 clusters Score -2383484 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34135 members Mstep: Class 11 contains 11136 members Mstep: Class 12 contains 699 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11392 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383485.750000 Penalty: 5635.665039 Iteration 98Q: 12 clusters Score -2383486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34137 members Mstep: Class 11 contains 11135 members Mstep: Class 12 contains 697 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11393 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383484.750000 Penalty: 5635.665039 Iteration 99Q: 12 clusters Score -2383485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34136 members Mstep: Class 11 contains 11133 members Mstep: Class 12 contains 699 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11394 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383484.500000 Penalty: 5635.665039 Iteration 100F: 12 clusters Score -2383484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34137 members Mstep: Class 11 contains 11132 members Mstep: Class 12 contains 699 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11394 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383488.750000 Penalty: 5635.665039 Iteration 101Q: 12 clusters Score -2383489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34141 members Mstep: Class 11 contains 11129 members Mstep: Class 12 contains 698 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11394 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383488.500000 Penalty: 5635.665039 Iteration 102Q: 12 clusters Score -2383488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34143 members Mstep: Class 11 contains 11128 members Mstep: Class 12 contains 697 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11394 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383488.000000 Penalty: 5635.665039 Iteration 103Q: 12 clusters Score -2383488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34146 members Mstep: Class 11 contains 11126 members Mstep: Class 12 contains 696 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11394 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383486.500000 Penalty: 5635.665039 Iteration 104Q: 12 clusters Score -2383486 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34151 members Mstep: Class 11 contains 11123 members Mstep: Class 12 contains 694 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11394 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383489.000000 Penalty: 5635.665039 Iteration 105Q: 12 clusters Score -2383489 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34158 members Mstep: Class 11 contains 11118 members Mstep: Class 12 contains 692 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11394 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383489.500000 Penalty: 5635.665039 Iteration 106Q: 12 clusters Score -2383490 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34166 members Mstep: Class 11 contains 11113 members Mstep: Class 12 contains 688 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11395 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383493.000000 Penalty: 5635.665039 Iteration 107Q: 12 clusters Score -2383493 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34174 members Mstep: Class 11 contains 11107 members Mstep: Class 12 contains 685 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11396 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383494.750000 Penalty: 5635.665039 Iteration 108Q: 12 clusters Score -2383495 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34180 members Mstep: Class 11 contains 11103 members Mstep: Class 12 contains 682 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11397 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383495.750000 Penalty: 5635.665039 Iteration 109Q: 12 clusters Score -2383496 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34184 members Mstep: Class 11 contains 11100 members Mstep: Class 12 contains 681 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11397 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383498.500000 Penalty: 5635.665039 Iteration 110Q: 12 clusters Score -2383498 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34190 members Mstep: Class 11 contains 11095 members Mstep: Class 12 contains 678 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11399 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383497.750000 Penalty: 5635.665039 Iteration 111Q: 12 clusters Score -2383498 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34196 members Mstep: Class 11 contains 11091 members Mstep: Class 12 contains 676 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11399 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383498.750000 Penalty: 5635.665039 Iteration 112Q: 12 clusters Score -2383499 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34198 members Mstep: Class 11 contains 11090 members Mstep: Class 12 contains 674 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11400 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383497.250000 Penalty: 5635.665039 Iteration 113Q: 12 clusters Score -2383497 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34200 members Mstep: Class 11 contains 11090 members Mstep: Class 12 contains 671 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11401 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383498.000000 Penalty: 5635.665039 Iteration 114Q: 12 clusters Score -2383498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34203 members Mstep: Class 11 contains 11090 members Mstep: Class 12 contains 668 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11401 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383498.000000 Penalty: 5635.665039 Iteration 115Q: 12 clusters Score -2383498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34205 members Mstep: Class 11 contains 11090 members Mstep: Class 12 contains 666 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11401 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383497.500000 Penalty: 5635.665039 Iteration 116Q: 12 clusters Score -2383498 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34208 members Mstep: Class 11 contains 11089 members Mstep: Class 12 contains 664 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11401 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383498.250000 Penalty: 5635.665039 Iteration 117Q: 12 clusters Score -2383498 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34213 members Mstep: Class 11 contains 11089 members Mstep: Class 12 contains 659 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11401 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383497.750000 Penalty: 5635.665039 Iteration 118Q: 12 clusters Score -2383498 nChanged 4 Entering ConstructFrom: Score: -2383497.750000 Penalty: 5635.665039 Entering ConstructFrom: Trying to split cluster 2 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -14650.624023 Penalty: 281.845459 Iteration 0F: 2 clusters Score -14650.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -14161.179688 Penalty: 563.690918 Iteration 0F: 3 clusters Score -14161.18 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -14282.458008 Penalty: 563.690918 Iteration 1F: 3 clusters Score -14282.46 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -14326.902344 Penalty: 563.690918 Iteration 2F: 3 clusters Score -14326.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -14346.530273 Penalty: 563.690918 Iteration 3F: 3 clusters Score -14346.53 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -14353.087891 Penalty: 563.690918 Iteration 4Q: 3 clusters Score -14353.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -14356.826172 Penalty: 563.690918 Iteration 5Q: 3 clusters Score -14356.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -14360.434570 Penalty: 563.690918 Iteration 6Q: 3 clusters Score -14360.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -14365.554688 Penalty: 563.690918 Iteration 7Q: 3 clusters Score -14365.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -14370.081055 Penalty: 563.690918 Iteration 8Q: 3 clusters Score -14370.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -14374.117188 Penalty: 563.690918 Iteration 9Q: 3 clusters Score -14374.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -14374.995117 Penalty: 563.690918 Iteration 10Q: 3 clusters Score -14375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -14376.632812 Penalty: 563.690918 Iteration 11Q: 3 clusters Score -14376.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -14376.632812 Penalty: 563.690918 Iteration 12F: 3 clusters Score -14376.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Entering Unmasked Estep Score: -34541.519531 Penalty: 325.641510 Iteration 0F: 2 clusters Score -34541.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -33604.187500 Penalty: 651.283020 Iteration 0F: 3 clusters Score -33604.19 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -33990.570312 Penalty: 651.283020 Iteration 1F: 3 clusters Score -33990.57 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -34096.292969 Penalty: 651.283020 Iteration 2F: 3 clusters Score -34096.29 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -34154.906250 Penalty: 651.283020 Iteration 3F: 3 clusters Score -34154.91 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -34213.906250 Penalty: 651.283020 Iteration 4Q: 3 clusters Score -34213.91 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -34283.753906 Penalty: 651.283020 Iteration 5Q: 3 clusters Score -34283.75 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -34312.335938 Penalty: 651.283020 Iteration 6Q: 3 clusters Score -34312.34 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -34332.367188 Penalty: 651.283020 Iteration 7Q: 3 clusters Score -34332.37 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -34343.859375 Penalty: 651.283020 Iteration 8Q: 3 clusters Score -34343.86 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -34353.031250 Penalty: 651.283020 Iteration 9Q: 3 clusters Score -34353.03 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -34360.343750 Penalty: 651.283020 Iteration 10Q: 3 clusters Score -34360.34 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -34367.230469 Penalty: 651.283020 Iteration 11Q: 3 clusters Score -34367.23 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -34375.507812 Penalty: 651.283020 Iteration 12Q: 3 clusters Score -34375.51 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -34382.746094 Penalty: 651.283020 Iteration 13Q: 3 clusters Score -34382.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -34390.691406 Penalty: 651.283020 Iteration 14Q: 3 clusters Score -34390.69 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -34402.437500 Penalty: 651.283020 Iteration 15Q: 3 clusters Score -34402.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -34415.152344 Penalty: 651.283020 Iteration 16Q: 3 clusters Score -34415.15 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -34432.664062 Penalty: 651.283020 Iteration 17Q: 3 clusters Score -34432.66 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -34447.003906 Penalty: 651.283020 Iteration 18Q: 3 clusters Score -34447 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -34465.203125 Penalty: 651.283020 Iteration 19Q: 3 clusters Score -34465.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -34484.695312 Penalty: 651.283020 Iteration 20F: 3 clusters Score -34484.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -34507.023438 Penalty: 651.283020 Iteration 21Q: 3 clusters Score -34507.02 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -34523.875000 Penalty: 651.283020 Iteration 22Q: 3 clusters Score -34523.88 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -34532.746094 Penalty: 651.283020 Iteration 23Q: 3 clusters Score -34532.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 56 members Entering Unmasked Estep Score: -34539.226562 Penalty: 651.283020 Iteration 24Q: 3 clusters Score -34539.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 53 members Entering Unmasked Estep Score: -34544.492188 Penalty: 651.283020 Iteration 25Q: 3 clusters Score -34544.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 51 members Entering Unmasked Estep Score: -34547.261719 Penalty: 651.283020 Iteration 26Q: 3 clusters Score -34547.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 49 members Entering Unmasked Estep Score: -34552.910156 Penalty: 651.283020 Iteration 27Q: 3 clusters Score -34552.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -34554.308594 Penalty: 651.283020 Iteration 28Q: 3 clusters Score -34554.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 48 members Entering Unmasked Estep Score: -34554.308594 Penalty: 651.283020 Iteration 29F: 3 clusters Score -34554.31 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 48 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1235 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34215 members Mstep: Class 11 contains 11089 members Mstep: Class 12 contains 656 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11402 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep Score: -2383323.750000 Penalty: 6147.998047 Splitting cluster 4 changes total score from -2383497.750000 to -2383323.750000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -13402.367188 Penalty: 270.277802 Iteration 0F: 2 clusters Score -13402.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -12971.727539 Penalty: 540.555603 Iteration 0F: 3 clusters Score -12971.73 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -13078.752930 Penalty: 540.555603 Iteration 1F: 3 clusters Score -13078.75 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -13097.201172 Penalty: 540.555603 Iteration 2F: 3 clusters Score -13097.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -13110.906250 Penalty: 540.555603 Iteration 3Q: 3 clusters Score -13110.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -13118.018555 Penalty: 540.555603 Iteration 4Q: 3 clusters Score -13118.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -13123.756836 Penalty: 540.555603 Iteration 5Q: 3 clusters Score -13123.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -13130.407227 Penalty: 540.555603 Iteration 6Q: 3 clusters Score -13130.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -13138.727539 Penalty: 540.555603 Iteration 7Q: 3 clusters Score -13138.73 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -13150.464844 Penalty: 540.555603 Iteration 8Q: 3 clusters Score -13150.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -13155.159180 Penalty: 540.555603 Iteration 9Q: 3 clusters Score -13155.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -13155.340820 Penalty: 540.555603 Iteration 10Q: 3 clusters Score -13155.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -13155.340820 Penalty: 540.555603 Iteration 11F: 3 clusters Score -13155.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (34215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34215 members Entering Unmasked Estep Score: -1115694.625000 Penalty: 475.039062 Iteration 0F: 2 clusters Score -1115695 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17056 members Mstep: Class 2 contains 17159 members Entering Unmasked Estep Score: -1092724.000000 Penalty: 950.078125 Iteration 0F: 3 clusters Score -1092724 nChanged 16475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16297 members Mstep: Class 2 contains 17918 members Entering Unmasked Estep Score: -1102056.750000 Penalty: 950.078125 Iteration 1F: 3 clusters Score -1102057 nChanged 1444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15833 members Mstep: Class 2 contains 18382 members Entering Unmasked Estep Score: -1102513.125000 Penalty: 950.078125 Iteration 2Q: 3 clusters Score -1102513 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15134 members Mstep: Class 2 contains 19081 members Entering Unmasked Estep Score: -1103095.750000 Penalty: 950.078125 Iteration 3Q: 3 clusters Score -1103096 nChanged 1616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14190 members Mstep: Class 2 contains 20025 members Entering Unmasked Estep Score: -1103832.000000 Penalty: 950.078125 Iteration 4Q: 3 clusters Score -1103832 nChanged 1881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12845 members Mstep: Class 2 contains 21370 members Entering Unmasked Estep Score: -1104930.750000 Penalty: 950.078125 Iteration 5F: 3 clusters Score -1104931 nChanged 2134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11091 members Mstep: Class 2 contains 23124 members Entering Unmasked Estep Score: -1106531.875000 Penalty: 950.078125 Iteration 6F: 3 clusters Score -1106532 nChanged 2341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9142 members Mstep: Class 2 contains 25073 members Entering Unmasked Estep Score: -1108504.625000 Penalty: 950.078125 Iteration 7F: 3 clusters Score -1108505 nChanged 2096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 26823 members Entering Unmasked Estep Score: -1110260.000000 Penalty: 950.078125 Iteration 8F: 3 clusters Score -1110260 nChanged 1661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 28250 members Entering Unmasked Estep Score: -1111544.125000 Penalty: 950.078125 Iteration 9Q: 3 clusters Score -1111544 nChanged 1321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 29399 members Entering Unmasked Estep Score: -1112451.250000 Penalty: 950.078125 Iteration 10Q: 3 clusters Score -1112451 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 30320 members Entering Unmasked Estep Score: -1113070.750000 Penalty: 950.078125 Iteration 11Q: 3 clusters Score -1113071 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 31111 members Entering Unmasked Estep Score: -1113557.625000 Penalty: 950.078125 Iteration 12Q: 3 clusters Score -1113558 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 31769 members Entering Unmasked Estep Score: -1113938.875000 Penalty: 950.078125 Iteration 13Q: 3 clusters Score -1113939 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 32326 members Entering Unmasked Estep Score: -1114257.500000 Penalty: 950.078125 Iteration 14Q: 3 clusters Score -1114258 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 32762 members Entering Unmasked Estep Score: -1114500.875000 Penalty: 950.078125 Iteration 15Q: 3 clusters Score -1114501 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 33115 members Entering Unmasked Estep Score: -1114704.000000 Penalty: 950.078125 Iteration 16Q: 3 clusters Score -1114704 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 33395 members Entering Unmasked Estep Score: -1114866.875000 Penalty: 950.078125 Iteration 17Q: 3 clusters Score -1114867 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 33607 members Entering Unmasked Estep Score: -1115011.875000 Penalty: 950.078125 Iteration 18Q: 3 clusters Score -1115012 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 33783 members Entering Unmasked Estep Score: -1115119.750000 Penalty: 950.078125 Iteration 19Q: 3 clusters Score -1115120 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 33890 members Entering Unmasked Estep Score: -1115174.750000 Penalty: 950.078125 Iteration 20F: 3 clusters Score -1115175 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 33943 members Entering Unmasked Estep Score: -1115208.000000 Penalty: 950.078125 Iteration 21Q: 3 clusters Score -1115208 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 33982 members Entering Unmasked Estep Score: -1115236.125000 Penalty: 950.078125 Iteration 22Q: 3 clusters Score -1115236 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 34022 members Entering Unmasked Estep Score: -1115256.250000 Penalty: 950.078125 Iteration 23Q: 3 clusters Score -1115256 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 34043 members Entering Unmasked Estep Score: -1115269.750000 Penalty: 950.078125 Iteration 24Q: 3 clusters Score -1115270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 34056 members Entering Unmasked Estep Score: -1115280.000000 Penalty: 950.078125 Iteration 25Q: 3 clusters Score -1115280 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 34066 members Entering Unmasked Estep Score: -1115282.500000 Penalty: 950.078125 Iteration 26Q: 3 clusters Score -1115282 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 34070 members Entering Unmasked Estep Score: -1115287.250000 Penalty: 950.078125 Iteration 27Q: 3 clusters Score -1115287 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 34076 members Entering Unmasked Estep Score: -1115293.375000 Penalty: 950.078125 Iteration 28Q: 3 clusters Score -1115293 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131 members Mstep: Class 2 contains 34084 members Entering Unmasked Estep Score: -1115297.875000 Penalty: 950.078125 Iteration 29Q: 3 clusters Score -1115298 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 34089 members Entering Unmasked Estep Score: -1115305.125000 Penalty: 950.078125 Iteration 30Q: 3 clusters Score -1115305 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 34091 members Entering Unmasked Estep Score: -1115310.000000 Penalty: 950.078125 Iteration 31Q: 3 clusters Score -1115310 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 34090 members Entering Unmasked Estep Score: -1115311.875000 Penalty: 950.078125 Iteration 32Q: 3 clusters Score -1115312 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 34088 members Entering Unmasked Estep Score: -1115313.250000 Penalty: 950.078125 Iteration 33Q: 3 clusters Score -1115313 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 34088 members Entering Unmasked Estep Score: -1115313.500000 Penalty: 950.078125 Iteration 34Q: 3 clusters Score -1115314 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 34087 members Entering Unmasked Estep Score: -1115314.000000 Penalty: 950.078125 Iteration 35Q: 3 clusters Score -1115314 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127 members Mstep: Class 2 contains 34088 members Entering Unmasked Estep Score: -1115316.125000 Penalty: 950.078125 Iteration 36Q: 3 clusters Score -1115316 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 34090 members Entering Unmasked Estep Score: -1115318.250000 Penalty: 950.078125 Iteration 37Q: 3 clusters Score -1115318 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 34092 members Entering Unmasked Estep Score: -1115320.375000 Penalty: 950.078125 Iteration 38Q: 3 clusters Score -1115320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121 members Mstep: Class 2 contains 34094 members Entering Unmasked Estep Score: -1115321.250000 Penalty: 950.078125 Iteration 39Q: 3 clusters Score -1115321 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 34096 members Entering Unmasked Estep Score: -1115321.125000 Penalty: 950.078125 Iteration 40F: 3 clusters Score -1115321 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11089 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Entering Unmasked Estep Score: -380443.968750 Penalty: 423.773773 Iteration 0F: 2 clusters Score -380444 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5557 members Mstep: Class 2 contains 5532 members Entering Unmasked Estep Score: -373101.750000 Penalty: 847.547546 Iteration 0F: 3 clusters Score -373101.8 nChanged 5112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -375979.906250 Penalty: 847.547546 Iteration 1F: 3 clusters Score -375979.9 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6682 members Mstep: Class 2 contains 4407 members Entering Unmasked Estep Score: -376235.156250 Penalty: 847.547546 Iteration 2F: 3 clusters Score -376235.2 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7220 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -376569.437500 Penalty: 847.547546 Iteration 3F: 3 clusters Score -376569.4 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7884 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -377048.625000 Penalty: 847.547546 Iteration 4F: 3 clusters Score -377048.6 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8673 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -377740.250000 Penalty: 847.547546 Iteration 5F: 3 clusters Score -377740.2 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9496 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -378562.000000 Penalty: 847.547546 Iteration 6F: 3 clusters Score -378562 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10188 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -379287.656250 Penalty: 847.547546 Iteration 7F: 3 clusters Score -379287.7 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10621 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -379710.343750 Penalty: 847.547546 Iteration 8Q: 3 clusters Score -379710.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10840 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -379922.812500 Penalty: 847.547546 Iteration 9Q: 3 clusters Score -379922.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10935 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -380010.093750 Penalty: 847.547546 Iteration 10Q: 3 clusters Score -380010.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10967 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -380048.031250 Penalty: 847.547546 Iteration 11Q: 3 clusters Score -380048 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10979 members Mstep: Class 2 contains 110 members Entering Unmasked Estep Score: -380064.781250 Penalty: 847.547546 Iteration 12Q: 3 clusters Score -380064.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -380076.250000 Penalty: 847.547546 Iteration 13Q: 3 clusters Score -380076.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10990 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -380082.093750 Penalty: 847.547546 Iteration 14Q: 3 clusters Score -380082.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10991 members Mstep: Class 2 contains 98 members Entering Unmasked Estep Score: -380084.187500 Penalty: 847.547546 Iteration 15Q: 3 clusters Score -380084.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10993 members Mstep: Class 2 contains 96 members Entering Unmasked Estep Score: -380085.062500 Penalty: 847.547546 Iteration 16Q: 3 clusters Score -380085.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10994 members Mstep: Class 2 contains 95 members Entering Unmasked Estep Score: -380085.281250 Penalty: 847.547546 Iteration 17Q: 3 clusters Score -380085.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10995 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -380085.812500 Penalty: 847.547546 Iteration 18Q: 3 clusters Score -380085.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -380087.406250 Penalty: 847.547546 Iteration 19Q: 3 clusters Score -380087.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -380088.187500 Penalty: 847.547546 Iteration 20F: 3 clusters Score -380088.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10997 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -380090.125000 Penalty: 847.547546 Iteration 21Q: 3 clusters Score -380090.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10998 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -380091.312500 Penalty: 847.547546 Iteration 22Q: 3 clusters Score -380091.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11000 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -380097.843750 Penalty: 847.547546 Iteration 23Q: 3 clusters Score -380097.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -380100.875000 Penalty: 847.547546 Iteration 24Q: 3 clusters Score -380100.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11003 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -380101.531250 Penalty: 847.547546 Iteration 25Q: 3 clusters Score -380101.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -380101.843750 Penalty: 847.547546 Iteration 26Q: 3 clusters Score -380101.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11002 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -380101.843750 Penalty: 847.547546 Iteration 27F: 3 clusters Score -380101.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Entering Unmasked Estep Score: -24204.056641 Penalty: 295.120300 Iteration 0F: 2 clusters Score -24204.06 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -23595.652344 Penalty: 590.240601 Iteration 0F: 3 clusters Score -23595.65 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -23717.257812 Penalty: 590.240601 Iteration 1F: 3 clusters Score -23717.26 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -23741.773438 Penalty: 590.240601 Iteration 2F: 3 clusters Score -23741.77 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -23760.203125 Penalty: 590.240601 Iteration 3Q: 3 clusters Score -23760.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -23780.384766 Penalty: 590.240601 Iteration 4Q: 3 clusters Score -23780.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -23803.994141 Penalty: 590.240601 Iteration 5Q: 3 clusters Score -23803.99 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -23823.400391 Penalty: 590.240601 Iteration 6Q: 3 clusters Score -23823.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -23841.085938 Penalty: 590.240601 Iteration 7Q: 3 clusters Score -23841.09 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -23848.759766 Penalty: 590.240601 Iteration 8Q: 3 clusters Score -23848.76 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -23858.654297 Penalty: 590.240601 Iteration 9Q: 3 clusters Score -23858.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -23866.810547 Penalty: 590.240601 Iteration 10Q: 3 clusters Score -23866.81 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -23872.541016 Penalty: 590.240601 Iteration 11Q: 3 clusters Score -23872.54 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -23874.587891 Penalty: 590.240601 Iteration 12Q: 3 clusters Score -23874.59 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -23876.734375 Penalty: 590.240601 Iteration 13Q: 3 clusters Score -23876.73 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -23878.978516 Penalty: 590.240601 Iteration 14Q: 3 clusters Score -23878.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -23881.480469 Penalty: 590.240601 Iteration 15Q: 3 clusters Score -23881.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -23882.248047 Penalty: 590.240601 Iteration 16Q: 3 clusters Score -23882.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -23883.332031 Penalty: 590.240601 Iteration 17Q: 3 clusters Score -23883.33 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -23885.548828 Penalty: 590.240601 Iteration 18Q: 3 clusters Score -23885.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -23888.517578 Penalty: 590.240601 Iteration 19Q: 3 clusters Score -23888.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -23890.169922 Penalty: 590.240601 Iteration 20F: 3 clusters Score -23890.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -23890.359375 Penalty: 590.240601 Iteration 21Q: 3 clusters Score -23890.36 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -23890.951172 Penalty: 590.240601 Iteration 22Q: 3 clusters Score -23890.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -23890.951172 Penalty: 590.240601 Iteration 23F: 3 clusters Score -23890.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Entering Unmasked Estep Score: -16045.325195 Penalty: 282.123169 Iteration 0F: 2 clusters Score -16045.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -15558.847656 Penalty: 564.246338 Iteration 0F: 3 clusters Score -15558.85 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15686.984375 Penalty: 564.246338 Iteration 1F: 3 clusters Score -15686.98 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -15709.468750 Penalty: 564.246338 Iteration 2F: 3 clusters Score -15709.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -15716.005859 Penalty: 564.246338 Iteration 3Q: 3 clusters Score -15716.01 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -15725.187500 Penalty: 564.246338 Iteration 4Q: 3 clusters Score -15725.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -15734.024414 Penalty: 564.246338 Iteration 5Q: 3 clusters Score -15734.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15736.793945 Penalty: 564.246338 Iteration 6Q: 3 clusters Score -15736.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -15738.716797 Penalty: 564.246338 Iteration 7Q: 3 clusters Score -15738.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -15740.421875 Penalty: 564.246338 Iteration 8Q: 3 clusters Score -15740.42 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -15747.387695 Penalty: 564.246338 Iteration 9Q: 3 clusters Score -15747.39 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -15756.517578 Penalty: 564.246338 Iteration 10Q: 3 clusters Score -15756.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -15762.818359 Penalty: 564.246338 Iteration 11Q: 3 clusters Score -15762.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -15765.056641 Penalty: 564.246338 Iteration 12Q: 3 clusters Score -15765.06 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15765.659180 Penalty: 564.246338 Iteration 13Q: 3 clusters Score -15765.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -15766.085938 Penalty: 564.246338 Iteration 14Q: 3 clusters Score -15766.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -15766.184570 Penalty: 564.246338 Iteration 15Q: 3 clusters Score -15766.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -15766.184570 Penalty: 564.246338 Iteration 16F: 3 clusters Score -15766.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -19634.652344 Penalty: 301.152618 Iteration 0F: 2 clusters Score -19634.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -18968.667969 Penalty: 602.305237 Iteration 0F: 3 clusters Score -18968.67 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -19172.890625 Penalty: 602.305237 Iteration 1F: 3 clusters Score -19172.89 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -19234.455078 Penalty: 602.305237 Iteration 2F: 3 clusters Score -19234.46 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -19297.679688 Penalty: 602.305237 Iteration 3F: 3 clusters Score -19297.68 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -19335.339844 Penalty: 602.305237 Iteration 4F: 3 clusters Score -19335.34 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -19363.185547 Penalty: 602.305237 Iteration 5Q: 3 clusters Score -19363.19 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -19386.320312 Penalty: 602.305237 Iteration 6Q: 3 clusters Score -19386.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -19403.443359 Penalty: 602.305237 Iteration 7Q: 3 clusters Score -19403.44 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -19418.492188 Penalty: 602.305237 Iteration 8Q: 3 clusters Score -19418.49 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -19436.896484 Penalty: 602.305237 Iteration 9Q: 3 clusters Score -19436.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -19455.281250 Penalty: 602.305237 Iteration 10Q: 3 clusters Score -19455.28 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -19469.507812 Penalty: 602.305237 Iteration 11Q: 3 clusters Score -19469.51 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -19481.611328 Penalty: 602.305237 Iteration 12Q: 3 clusters Score -19481.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -19488.708984 Penalty: 602.305237 Iteration 13Q: 3 clusters Score -19488.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -19496.556641 Penalty: 602.305237 Iteration 14Q: 3 clusters Score -19496.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -19500.568359 Penalty: 602.305237 Iteration 15Q: 3 clusters Score -19500.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -19502.017578 Penalty: 602.305237 Iteration 16Q: 3 clusters Score -19502.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -19504.191406 Penalty: 602.305237 Iteration 17Q: 3 clusters Score -19504.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 122 members Entering Unmasked Estep Score: -19505.128906 Penalty: 602.305237 Iteration 18Q: 3 clusters Score -19505.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -19505.294922 Penalty: 602.305237 Iteration 19Q: 3 clusters Score -19505.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -19505.294922 Penalty: 602.305237 Iteration 20F: 3 clusters Score -19505.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15592 members Entering Unmasked Estep Score: -505117.062500 Penalty: 439.280365 Iteration 0F: 2 clusters Score -505117.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7776 members Mstep: Class 2 contains 7816 members Entering Unmasked Estep Score: -494690.968750 Penalty: 878.560730 Iteration 0F: 3 clusters Score -494691 nChanged 7444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 8496 members Entering Unmasked Estep Score: -499005.750000 Penalty: 878.560730 Iteration 1F: 3 clusters Score -499005.8 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 8871 members Entering Unmasked Estep Score: -499588.312500 Penalty: 878.560730 Iteration 2F: 3 clusters Score -499588.3 nChanged 1159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 9366 members Entering Unmasked Estep Score: -500356.468750 Penalty: 878.560730 Iteration 3F: 3 clusters Score -500356.5 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5716 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -501205.062500 Penalty: 878.560730 Iteration 4F: 3 clusters Score -501205.1 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 10352 members Entering Unmasked Estep Score: -502030.750000 Penalty: 878.560730 Iteration 5F: 3 clusters Score -502030.8 nChanged 824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 10726 members Entering Unmasked Estep Score: -502702.843750 Penalty: 878.560730 Iteration 6F: 3 clusters Score -502702.8 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -503119.500000 Penalty: 878.560730 Iteration 7Q: 3 clusters Score -503119.5 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 11306 members Entering Unmasked Estep Score: -503319.781250 Penalty: 878.560730 Iteration 8Q: 3 clusters Score -503319.8 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4048 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -503439.937500 Penalty: 878.560730 Iteration 9Q: 3 clusters Score -503439.9 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3817 members Mstep: Class 2 contains 11775 members Entering Unmasked Estep Score: -503550.937500 Penalty: 878.560730 Iteration 10Q: 3 clusters Score -503550.9 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -503679.500000 Penalty: 878.560730 Iteration 11Q: 3 clusters Score -503679.5 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 12259 members Entering Unmasked Estep Score: -503779.906250 Penalty: 878.560730 Iteration 12Q: 3 clusters Score -503779.9 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3118 members Mstep: Class 2 contains 12474 members Entering Unmasked Estep Score: -503869.218750 Penalty: 878.560730 Iteration 13Q: 3 clusters Score -503869.2 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2916 members Mstep: Class 2 contains 12676 members Entering Unmasked Estep Score: -503944.281250 Penalty: 878.560730 Iteration 14Q: 3 clusters Score -503944.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 12866 members Entering Unmasked Estep Score: -504014.468750 Penalty: 878.560730 Iteration 15Q: 3 clusters Score -504014.5 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -504075.281250 Penalty: 878.560730 Iteration 16Q: 3 clusters Score -504075.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 13204 members Entering Unmasked Estep Score: -504135.281250 Penalty: 878.560730 Iteration 17Q: 3 clusters Score -504135.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 13352 members Entering Unmasked Estep Score: -504190.562500 Penalty: 878.560730 Iteration 18Q: 3 clusters Score -504190.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 13513 members Entering Unmasked Estep Score: -504251.750000 Penalty: 878.560730 Iteration 19Q: 3 clusters Score -504251.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 13654 members Entering Unmasked Estep Score: -504306.218750 Penalty: 878.560730 Iteration 20F: 3 clusters Score -504306.2 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 13790 members Entering Unmasked Estep Score: -504359.468750 Penalty: 878.560730 Iteration 21Q: 3 clusters Score -504359.5 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 13924 members Entering Unmasked Estep Score: -504418.312500 Penalty: 878.560730 Iteration 22Q: 3 clusters Score -504418.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 14050 members Entering Unmasked Estep Score: -504466.531250 Penalty: 878.560730 Iteration 23Q: 3 clusters Score -504466.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 14162 members Entering Unmasked Estep Score: -504508.156250 Penalty: 878.560730 Iteration 24Q: 3 clusters Score -504508.2 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 14273 members Entering Unmasked Estep Score: -504551.281250 Penalty: 878.560730 Iteration 25Q: 3 clusters Score -504551.3 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 14382 members Entering Unmasked Estep Score: -504595.531250 Penalty: 878.560730 Iteration 26Q: 3 clusters Score -504595.5 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 14496 members Entering Unmasked Estep Score: -504647.437500 Penalty: 878.560730 Iteration 27Q: 3 clusters Score -504647.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 14588 members Entering Unmasked Estep Score: -504683.156250 Penalty: 878.560730 Iteration 28Q: 3 clusters Score -504683.2 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 14663 members Entering Unmasked Estep Score: -504708.656250 Penalty: 878.560730 Iteration 29Q: 3 clusters Score -504708.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 14733 members Entering Unmasked Estep Score: -504736.375000 Penalty: 878.560730 Iteration 30Q: 3 clusters Score -504736.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 14795 members Entering Unmasked Estep Score: -504760.625000 Penalty: 878.560730 Iteration 31Q: 3 clusters Score -504760.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 14861 members Entering Unmasked Estep Score: -504789.093750 Penalty: 878.560730 Iteration 32Q: 3 clusters Score -504789.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 14916 members Entering Unmasked Estep Score: -504814.500000 Penalty: 878.560730 Iteration 33Q: 3 clusters Score -504814.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 14960 members Entering Unmasked Estep Score: -504832.156250 Penalty: 878.560730 Iteration 34Q: 3 clusters Score -504832.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 14995 members Entering Unmasked Estep Score: -504847.625000 Penalty: 878.560730 Iteration 35Q: 3 clusters Score -504847.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 15026 members Entering Unmasked Estep Score: -504862.843750 Penalty: 878.560730 Iteration 36Q: 3 clusters Score -504862.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 15061 members Entering Unmasked Estep Score: -504880.687500 Penalty: 878.560730 Iteration 37Q: 3 clusters Score -504880.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 15082 members Entering Unmasked Estep Score: -504888.937500 Penalty: 878.560730 Iteration 38Q: 3 clusters Score -504888.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 15102 members Entering Unmasked Estep Score: -504897.343750 Penalty: 878.560730 Iteration 39Q: 3 clusters Score -504897.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 15125 members Entering Unmasked Estep Score: -504904.281250 Penalty: 878.560730 Iteration 40F: 3 clusters Score -504904.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 15139 members Entering Unmasked Estep Score: -504910.250000 Penalty: 878.560730 Iteration 41Q: 3 clusters Score -504910.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 15149 members Entering Unmasked Estep Score: -504912.906250 Penalty: 878.560730 Iteration 42Q: 3 clusters Score -504912.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 15158 members Entering Unmasked Estep Score: -504914.875000 Penalty: 878.560730 Iteration 43Q: 3 clusters Score -504914.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 15166 members Entering Unmasked Estep Score: -504917.375000 Penalty: 878.560730 Iteration 44Q: 3 clusters Score -504917.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 15172 members Entering Unmasked Estep Score: -504920.500000 Penalty: 878.560730 Iteration 45Q: 3 clusters Score -504920.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 15183 members Entering Unmasked Estep Score: -504925.562500 Penalty: 878.560730 Iteration 46Q: 3 clusters Score -504925.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 15195 members Entering Unmasked Estep Score: -504932.375000 Penalty: 878.560730 Iteration 47Q: 3 clusters Score -504932.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 15205 members Entering Unmasked Estep Score: -504936.812500 Penalty: 878.560730 Iteration 48Q: 3 clusters Score -504936.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 15220 members Entering Unmasked Estep Score: -504944.218750 Penalty: 878.560730 Iteration 49Q: 3 clusters Score -504944.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -504949.312500 Penalty: 878.560730 Iteration 50Q: 3 clusters Score -504949.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 15246 members Entering Unmasked Estep Score: -504953.500000 Penalty: 878.560730 Iteration 51Q: 3 clusters Score -504953.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 15255 members Entering Unmasked Estep Score: -504954.531250 Penalty: 878.560730 Iteration 52Q: 3 clusters Score -504954.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 15260 members Entering Unmasked Estep Score: -504955.343750 Penalty: 878.560730 Iteration 53Q: 3 clusters Score -504955.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 15264 members Entering Unmasked Estep Score: -504956.687500 Penalty: 878.560730 Iteration 54Q: 3 clusters Score -504956.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 15270 members Entering Unmasked Estep Score: -504958.000000 Penalty: 878.560730 Iteration 55Q: 3 clusters Score -504958 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 15273 members Entering Unmasked Estep Score: -504958.750000 Penalty: 878.560730 Iteration 56Q: 3 clusters Score -504958.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 15275 members Entering Unmasked Estep Score: -504959.062500 Penalty: 878.560730 Iteration 57Q: 3 clusters Score -504959.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 15276 members Entering Unmasked Estep Score: -504959.812500 Penalty: 878.560730 Iteration 58Q: 3 clusters Score -504959.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 15278 members Entering Unmasked Estep Score: -504962.687500 Penalty: 878.560730 Iteration 59Q: 3 clusters Score -504962.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 15282 members Entering Unmasked Estep Score: -504963.656250 Penalty: 878.560730 Iteration 60F: 3 clusters Score -504963.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 15285 members Entering Unmasked Estep Score: -504964.968750 Penalty: 878.560730 Iteration 61Q: 3 clusters Score -504965 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 15286 members Entering Unmasked Estep Score: -504965.156250 Penalty: 878.560730 Iteration 62Q: 3 clusters Score -504965.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 15287 members Entering Unmasked Estep Score: -504965.250000 Penalty: 878.560730 Iteration 63Q: 3 clusters Score -504965.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 15287 members Entering Unmasked Estep Score: -504965.250000 Penalty: 878.560730 Iteration 64F: 3 clusters Score -504965.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Entering Unmasked Estep Score: -343207.718750 Penalty: 425.040253 Iteration 0F: 2 clusters Score -343207.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -335617.875000 Penalty: 850.080505 Iteration 0F: 3 clusters Score -335617.9 nChanged 5306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5696 members Mstep: Class 2 contains 5706 members Entering Unmasked Estep Score: -338629.750000 Penalty: 850.080505 Iteration 1F: 3 clusters Score -338629.8 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5723 members Mstep: Class 2 contains 5679 members Entering Unmasked Estep Score: -338875.750000 Penalty: 850.080505 Iteration 2F: 3 clusters Score -338875.8 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5709 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -339164.562500 Penalty: 850.080505 Iteration 3F: 3 clusters Score -339164.6 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -339524.531250 Penalty: 850.080505 Iteration 4F: 3 clusters Score -339524.5 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5593 members Mstep: Class 2 contains 5809 members Entering Unmasked Estep Score: -339934.812500 Penalty: 850.080505 Iteration 5F: 3 clusters Score -339934.8 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5482 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -340356.625000 Penalty: 850.080505 Iteration 6F: 3 clusters Score -340356.6 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -340740.375000 Penalty: 850.080505 Iteration 7F: 3 clusters Score -340740.4 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -340954.531250 Penalty: 850.080505 Iteration 8Q: 3 clusters Score -340954.5 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5102 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -341042.093750 Penalty: 850.080505 Iteration 9Q: 3 clusters Score -341042.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -341080.250000 Penalty: 850.080505 Iteration 10Q: 3 clusters Score -341080.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 6508 members Entering Unmasked Estep Score: -341109.062500 Penalty: 850.080505 Iteration 11Q: 3 clusters Score -341109.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 6622 members Entering Unmasked Estep Score: -341137.968750 Penalty: 850.080505 Iteration 12Q: 3 clusters Score -341138 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 6731 members Entering Unmasked Estep Score: -341165.875000 Penalty: 850.080505 Iteration 13Q: 3 clusters Score -341165.9 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 6846 members Entering Unmasked Estep Score: -341197.625000 Penalty: 850.080505 Iteration 14Q: 3 clusters Score -341197.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4422 members Mstep: Class 2 contains 6980 members Entering Unmasked Estep Score: -341235.750000 Penalty: 850.080505 Iteration 15Q: 3 clusters Score -341235.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 7114 members Entering Unmasked Estep Score: -341279.750000 Penalty: 850.080505 Iteration 16Q: 3 clusters Score -341279.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -341327.593750 Penalty: 850.080505 Iteration 17Q: 3 clusters Score -341327.6 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3995 members Mstep: Class 2 contains 7407 members Entering Unmasked Estep Score: -341367.593750 Penalty: 850.080505 Iteration 18Q: 3 clusters Score -341367.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -341409.281250 Penalty: 850.080505 Iteration 19Q: 3 clusters Score -341409.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Mstep: Class 2 contains 7721 members Entering Unmasked Estep Score: -341464.500000 Penalty: 850.080505 Iteration 20F: 3 clusters Score -341464.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3504 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -341516.562500 Penalty: 850.080505 Iteration 21Q: 3 clusters Score -341516.6 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3342 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -341564.843750 Penalty: 850.080505 Iteration 22Q: 3 clusters Score -341564.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 8232 members Entering Unmasked Estep Score: -341621.156250 Penalty: 850.080505 Iteration 23Q: 3 clusters Score -341621.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 8406 members Entering Unmasked Estep Score: -341682.125000 Penalty: 850.080505 Iteration 24Q: 3 clusters Score -341682.1 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2807 members Mstep: Class 2 contains 8595 members Entering Unmasked Estep Score: -341753.156250 Penalty: 850.080505 Iteration 25Q: 3 clusters Score -341753.2 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 8773 members Entering Unmasked Estep Score: -341820.843750 Penalty: 850.080505 Iteration 26Q: 3 clusters Score -341820.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 8944 members Entering Unmasked Estep Score: -341882.312500 Penalty: 850.080505 Iteration 27Q: 3 clusters Score -341882.3 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 9109 members Entering Unmasked Estep Score: -341946.687500 Penalty: 850.080505 Iteration 28Q: 3 clusters Score -341946.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 9276 members Entering Unmasked Estep Score: -342013.250000 Penalty: 850.080505 Iteration 29Q: 3 clusters Score -342013.2 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 9441 members Entering Unmasked Estep Score: -342082.437500 Penalty: 850.080505 Iteration 30Q: 3 clusters Score -342082.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 9610 members Entering Unmasked Estep Score: -342156.375000 Penalty: 850.080505 Iteration 31Q: 3 clusters Score -342156.4 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -342225.875000 Penalty: 850.080505 Iteration 32Q: 3 clusters Score -342225.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 9909 members Entering Unmasked Estep Score: -342286.250000 Penalty: 850.080505 Iteration 33Q: 3 clusters Score -342286.2 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -342354.625000 Penalty: 850.080505 Iteration 34Q: 3 clusters Score -342354.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 10205 members Entering Unmasked Estep Score: -342424.500000 Penalty: 850.080505 Iteration 35Q: 3 clusters Score -342424.5 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 10344 members Entering Unmasked Estep Score: -342495.156250 Penalty: 850.080505 Iteration 36Q: 3 clusters Score -342495.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 10456 members Entering Unmasked Estep Score: -342558.156250 Penalty: 850.080505 Iteration 37Q: 3 clusters Score -342558.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 10544 members Entering Unmasked Estep Score: -342606.593750 Penalty: 850.080505 Iteration 38Q: 3 clusters Score -342606.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 10610 members Entering Unmasked Estep Score: -342635.906250 Penalty: 850.080505 Iteration 39Q: 3 clusters Score -342635.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 10666 members Entering Unmasked Estep Score: -342660.625000 Penalty: 850.080505 Iteration 40F: 3 clusters Score -342660.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 10717 members Entering Unmasked Estep Score: -342680.218750 Penalty: 850.080505 Iteration 41Q: 3 clusters Score -342680.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 10763 members Entering Unmasked Estep Score: -342700.343750 Penalty: 850.080505 Iteration 42Q: 3 clusters Score -342700.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 10802 members Entering Unmasked Estep Score: -342721.656250 Penalty: 850.080505 Iteration 43Q: 3 clusters Score -342721.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 10841 members Entering Unmasked Estep Score: -342741.312500 Penalty: 850.080505 Iteration 44Q: 3 clusters Score -342741.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -342756.312500 Penalty: 850.080505 Iteration 45Q: 3 clusters Score -342756.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 10900 members Entering Unmasked Estep Score: -342769.156250 Penalty: 850.080505 Iteration 46Q: 3 clusters Score -342769.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -342786.031250 Penalty: 850.080505 Iteration 47Q: 3 clusters Score -342786 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -342798.000000 Penalty: 850.080505 Iteration 48Q: 3 clusters Score -342798 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 10974 members Entering Unmasked Estep Score: -342807.750000 Penalty: 850.080505 Iteration 49Q: 3 clusters Score -342807.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 10991 members Entering Unmasked Estep Score: -342813.031250 Penalty: 850.080505 Iteration 50Q: 3 clusters Score -342813 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 11002 members Entering Unmasked Estep Score: -342818.281250 Penalty: 850.080505 Iteration 51Q: 3 clusters Score -342818.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -342821.687500 Penalty: 850.080505 Iteration 52Q: 3 clusters Score -342821.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -342823.000000 Penalty: 850.080505 Iteration 53Q: 3 clusters Score -342823 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 11024 members Entering Unmasked Estep Score: -342824.875000 Penalty: 850.080505 Iteration 54Q: 3 clusters Score -342824.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 11029 members Entering Unmasked Estep Score: -342826.281250 Penalty: 850.080505 Iteration 55Q: 3 clusters Score -342826.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 11037 members Entering Unmasked Estep Score: -342828.343750 Penalty: 850.080505 Iteration 56Q: 3 clusters Score -342828.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -342828.656250 Penalty: 850.080505 Iteration 57Q: 3 clusters Score -342828.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 11042 members Entering Unmasked Estep Score: -342829.593750 Penalty: 850.080505 Iteration 58Q: 3 clusters Score -342829.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 11042 members Entering Unmasked Estep Score: -342829.593750 Penalty: 850.080505 Iteration 59F: 3 clusters Score -342829.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -39119.843750 Penalty: 326.310364 Iteration 0F: 2 clusters Score -39119.84 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 630 members Entering Unmasked Estep Score: -38131.406250 Penalty: 652.620728 Iteration 0F: 3 clusters Score -38131.41 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -38449.570312 Penalty: 652.620728 Iteration 1F: 3 clusters Score -38449.57 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -38532.949219 Penalty: 652.620728 Iteration 2F: 3 clusters Score -38532.95 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -38594.628906 Penalty: 652.620728 Iteration 3F: 3 clusters Score -38594.63 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -38646.089844 Penalty: 652.620728 Iteration 4F: 3 clusters Score -38646.09 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -38701.007812 Penalty: 652.620728 Iteration 5Q: 3 clusters Score -38701.01 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -38752.406250 Penalty: 652.620728 Iteration 6Q: 3 clusters Score -38752.41 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -38798.683594 Penalty: 652.620728 Iteration 7Q: 3 clusters Score -38798.68 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -38819.296875 Penalty: 652.620728 Iteration 8Q: 3 clusters Score -38819.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -38827.851562 Penalty: 652.620728 Iteration 9Q: 3 clusters Score -38827.85 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -38837.347656 Penalty: 652.620728 Iteration 10Q: 3 clusters Score -38837.35 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -38847.394531 Penalty: 652.620728 Iteration 11Q: 3 clusters Score -38847.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -38856.761719 Penalty: 652.620728 Iteration 12Q: 3 clusters Score -38856.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -38862.765625 Penalty: 652.620728 Iteration 13Q: 3 clusters Score -38862.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -38866.007812 Penalty: 652.620728 Iteration 14Q: 3 clusters Score -38866.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -38869.890625 Penalty: 652.620728 Iteration 15Q: 3 clusters Score -38869.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -38872.710938 Penalty: 652.620728 Iteration 16Q: 3 clusters Score -38872.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -38875.765625 Penalty: 652.620728 Iteration 17Q: 3 clusters Score -38875.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -38881.070312 Penalty: 652.620728 Iteration 18Q: 3 clusters Score -38881.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -38887.230469 Penalty: 652.620728 Iteration 19Q: 3 clusters Score -38887.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -38894.238281 Penalty: 652.620728 Iteration 20F: 3 clusters Score -38894.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -38903.101562 Penalty: 652.620728 Iteration 21Q: 3 clusters Score -38903.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -38913.210938 Penalty: 652.620728 Iteration 22Q: 3 clusters Score -38913.21 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -38919.445312 Penalty: 652.620728 Iteration 23Q: 3 clusters Score -38919.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -38924.472656 Penalty: 652.620728 Iteration 24Q: 3 clusters Score -38924.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -38931.312500 Penalty: 652.620728 Iteration 25Q: 3 clusters Score -38931.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -38934.289062 Penalty: 652.620728 Iteration 26Q: 3 clusters Score -38934.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -38942.105469 Penalty: 652.620728 Iteration 27Q: 3 clusters Score -38942.11 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -38946.671875 Penalty: 652.620728 Iteration 28Q: 3 clusters Score -38946.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -38952.433594 Penalty: 652.620728 Iteration 29Q: 3 clusters Score -38952.43 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -38957.765625 Penalty: 652.620728 Iteration 30Q: 3 clusters Score -38957.77 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -38961.941406 Penalty: 652.620728 Iteration 31Q: 3 clusters Score -38961.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -38963.453125 Penalty: 652.620728 Iteration 32Q: 3 clusters Score -38963.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -38964.625000 Penalty: 652.620728 Iteration 33Q: 3 clusters Score -38964.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -38964.625000 Penalty: 652.620728 Iteration 34F: 3 clusters Score -38964.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34215 members Mstep: Class 11 contains 11089 members Mstep: Class 12 contains 656 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11402 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383499.250000 Penalty: 5635.665039 Iteration 119Q: 12 clusters Score -2383499 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 1283 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34217 members Mstep: Class 11 contains 11088 members Mstep: Class 12 contains 655 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11402 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep ConsiderDeletion Score: -2383500.250000 Penalty: 5635.665039 Iteration 120F: 12 clusters Score -2383500 nChanged 0 Entering ConstructFrom: Score: -2383500.250000 Penalty: 5635.665039 Entering ConstructFrom: Trying to split cluster 2 (490 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Entering Unmasked Estep Score: -14650.624023 Penalty: 281.845459 Iteration 0F: 2 clusters Score -14650.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -14156.971680 Penalty: 563.690918 Iteration 0F: 3 clusters Score -14156.97 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -14293.453125 Penalty: 563.690918 Iteration 1F: 3 clusters Score -14293.45 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -14344.690430 Penalty: 563.690918 Iteration 2F: 3 clusters Score -14344.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -14362.653320 Penalty: 563.690918 Iteration 3Q: 3 clusters Score -14362.65 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -14381.853516 Penalty: 563.690918 Iteration 4Q: 3 clusters Score -14381.85 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -14395.907227 Penalty: 563.690918 Iteration 5Q: 3 clusters Score -14395.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -14404.244141 Penalty: 563.690918 Iteration 6Q: 3 clusters Score -14404.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -14411.552734 Penalty: 563.690918 Iteration 7Q: 3 clusters Score -14411.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -14418.491211 Penalty: 563.690918 Iteration 8Q: 3 clusters Score -14418.49 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -14434.083984 Penalty: 563.690918 Iteration 9Q: 3 clusters Score -14434.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -14442.702148 Penalty: 563.690918 Iteration 10Q: 3 clusters Score -14442.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 128 members Entering Unmasked Estep Score: -14453.017578 Penalty: 563.690918 Iteration 11Q: 3 clusters Score -14453.02 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -14463.083008 Penalty: 563.690918 Iteration 12Q: 3 clusters Score -14463.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -14466.267578 Penalty: 563.690918 Iteration 13Q: 3 clusters Score -14466.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -14467.539062 Penalty: 563.690918 Iteration 14Q: 3 clusters Score -14467.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -14467.539062 Penalty: 563.690918 Iteration 15F: 3 clusters Score -14467.54 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Entering Unmasked Estep Score: -34541.519531 Penalty: 325.641510 Iteration 0F: 2 clusters Score -34541.52 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 673 members Entering Unmasked Estep Score: -33610.082031 Penalty: 651.283020 Iteration 0F: 3 clusters Score -33610.08 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -33984.902344 Penalty: 651.283020 Iteration 1F: 3 clusters Score -33984.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -34140.781250 Penalty: 651.283020 Iteration 2F: 3 clusters Score -34140.78 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -34252.292969 Penalty: 651.283020 Iteration 3F: 3 clusters Score -34252.29 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -34318.707031 Penalty: 651.283020 Iteration 4F: 3 clusters Score -34318.71 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -34361.343750 Penalty: 651.283020 Iteration 5Q: 3 clusters Score -34361.34 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -34386.375000 Penalty: 651.283020 Iteration 6Q: 3 clusters Score -34386.38 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -34400.675781 Penalty: 651.283020 Iteration 7Q: 3 clusters Score -34400.68 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -34407.417969 Penalty: 651.283020 Iteration 8Q: 3 clusters Score -34407.42 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -34412.101562 Penalty: 651.283020 Iteration 9Q: 3 clusters Score -34412.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -34421.113281 Penalty: 651.283020 Iteration 10Q: 3 clusters Score -34421.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -34436.171875 Penalty: 651.283020 Iteration 11Q: 3 clusters Score -34436.17 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -34447.574219 Penalty: 651.283020 Iteration 12Q: 3 clusters Score -34447.57 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -34460.726562 Penalty: 651.283020 Iteration 13Q: 3 clusters Score -34460.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -34466.191406 Penalty: 651.283020 Iteration 14Q: 3 clusters Score -34466.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -34467.460938 Penalty: 651.283020 Iteration 15Q: 3 clusters Score -34467.46 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -34468.019531 Penalty: 651.283020 Iteration 16Q: 3 clusters Score -34468.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -34468.339844 Penalty: 651.283020 Iteration 17Q: 3 clusters Score -34468.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -34468.566406 Penalty: 651.283020 Iteration 18Q: 3 clusters Score -34468.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -34468.964844 Penalty: 651.283020 Iteration 19Q: 3 clusters Score -34468.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -34510.304688 Penalty: 651.283020 Iteration 20F: 3 clusters Score -34510.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -34549.617188 Penalty: 651.283020 Iteration 21Q: 3 clusters Score -34549.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -34554.171875 Penalty: 651.283020 Iteration 22Q: 3 clusters Score -34554.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -34555.214844 Penalty: 651.283020 Iteration 23Q: 3 clusters Score -34555.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -34556.617188 Penalty: 651.283020 Iteration 24Q: 3 clusters Score -34556.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -34557.625000 Penalty: 651.283020 Iteration 25Q: 3 clusters Score -34557.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -34558.347656 Penalty: 651.283020 Iteration 26Q: 3 clusters Score -34558.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -34558.750000 Penalty: 651.283020 Iteration 27Q: 3 clusters Score -34558.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -34559.062500 Penalty: 651.283020 Iteration 28Q: 3 clusters Score -34559.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -34561.910156 Penalty: 651.283020 Iteration 29Q: 3 clusters Score -34561.91 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -34563.234375 Penalty: 651.283020 Iteration 30Q: 3 clusters Score -34563.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -34564.316406 Penalty: 651.283020 Iteration 31Q: 3 clusters Score -34564.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 1155 members Entering Unmasked Estep Score: -34564.644531 Penalty: 651.283020 Iteration 32Q: 3 clusters Score -34564.64 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -34565.132812 Penalty: 651.283020 Iteration 33Q: 3 clusters Score -34565.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -34565.281250 Penalty: 651.283020 Iteration 34Q: 3 clusters Score -34565.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -34565.574219 Penalty: 651.283020 Iteration 35Q: 3 clusters Score -34565.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -34566.523438 Penalty: 651.283020 Iteration 36Q: 3 clusters Score -34566.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -34566.523438 Penalty: 651.283020 Iteration 37F: 3 clusters Score -34566.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 7 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 490 members Mstep: Class 4 contains 122 members Mstep: Class 8 contains 380 members Mstep: Class 10 contains 34217 members Mstep: Class 11 contains 11088 members Mstep: Class 12 contains 655 members Mstep: Class 14 contains 493 members Mstep: Class 16 contains 749 members Mstep: Class 17 contains 15592 members Mstep: Class 19 contains 11402 members Mstep: Class 20 contains 1302 members Entering Unmasked Estep Score: -2383340.500000 Penalty: 6147.998047 Splitting cluster 4 changes total score from -2383500.250000 to -2383340.500000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -13402.367188 Penalty: 270.277802 Iteration 0F: 2 clusters Score -13402.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -12978.987305 Penalty: 540.555603 Iteration 0F: 3 clusters Score -12978.99 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -13069.656250 Penalty: 540.555603 Iteration 1F: 3 clusters Score -13069.66 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13106.836914 Penalty: 540.555603 Iteration 2F: 3 clusters Score -13106.84 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -13120.557617 Penalty: 540.555603 Iteration 3F: 3 clusters Score -13120.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -13127.853516 Penalty: 540.555603 Iteration 4Q: 3 clusters Score -13127.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13130.755859 Penalty: 540.555603 Iteration 5Q: 3 clusters Score -13130.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13131.693359 Penalty: 540.555603 Iteration 6Q: 3 clusters Score -13131.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13132.225586 Penalty: 540.555603 Iteration 7Q: 3 clusters Score -13132.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -13132.225586 Penalty: 540.555603 Iteration 8F: 3 clusters Score -13132.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (34217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34217 members Entering Unmasked Estep Score: -1115758.625000 Penalty: 475.041779 Iteration 0F: 2 clusters Score -1115759 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17164 members Mstep: Class 2 contains 17053 members Entering Unmasked Estep Score: -1092840.625000 Penalty: 950.083557 Iteration 0F: 3 clusters Score -1092841 nChanged 16469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17987 members Mstep: Class 2 contains 16230 members Entering Unmasked Estep Score: -1102889.500000 Penalty: 950.083557 Iteration 1F: 3 clusters Score -1102890 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18495 members Mstep: Class 2 contains 15722 members Entering Unmasked Estep Score: -1103630.375000 Penalty: 950.083557 Iteration 2F: 3 clusters Score -1103630 nChanged 1852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19049 members Mstep: Class 2 contains 15168 members Entering Unmasked Estep Score: -1104519.125000 Penalty: 950.083557 Iteration 3F: 3 clusters Score -1104519 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19719 members Mstep: Class 2 contains 14498 members Entering Unmasked Estep Score: -1105583.625000 Penalty: 950.083557 Iteration 4F: 3 clusters Score -1105584 nChanged 2034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20567 members Mstep: Class 2 contains 13650 members Entering Unmasked Estep Score: -1106830.875000 Penalty: 950.083557 Iteration 5F: 3 clusters Score -1106831 nChanged 1925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21412 members Mstep: Class 2 contains 12805 members Entering Unmasked Estep Score: -1108101.625000 Penalty: 950.083557 Iteration 6F: 3 clusters Score -1108102 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22163 members Mstep: Class 2 contains 12054 members Entering Unmasked Estep Score: -1109170.625000 Penalty: 950.083557 Iteration 7F: 3 clusters Score -1109171 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22845 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -1109878.375000 Penalty: 950.083557 Iteration 8Q: 3 clusters Score -1109878 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23438 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -1110277.875000 Penalty: 950.083557 Iteration 9Q: 3 clusters Score -1110278 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24025 members Mstep: Class 2 contains 10192 members Entering Unmasked Estep Score: -1110552.500000 Penalty: 950.083557 Iteration 10Q: 3 clusters Score -1110552 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24619 members Mstep: Class 2 contains 9598 members Entering Unmasked Estep Score: -1110815.125000 Penalty: 950.083557 Iteration 11Q: 3 clusters Score -1110815 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25266 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -1111096.375000 Penalty: 950.083557 Iteration 12Q: 3 clusters Score -1111096 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25877 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -1111355.875000 Penalty: 950.083557 Iteration 13Q: 3 clusters Score -1111356 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26519 members Mstep: Class 2 contains 7698 members Entering Unmasked Estep Score: -1111641.000000 Penalty: 950.083557 Iteration 14Q: 3 clusters Score -1111641 nChanged 679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27162 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -1111917.750000 Penalty: 950.083557 Iteration 15Q: 3 clusters Score -1111918 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27777 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -1112198.875000 Penalty: 950.083557 Iteration 16Q: 3 clusters Score -1112199 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28415 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -1112509.750000 Penalty: 950.083557 Iteration 17Q: 3 clusters Score -1112510 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29061 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -1112840.875000 Penalty: 950.083557 Iteration 18Q: 3 clusters Score -1112841 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29654 members Mstep: Class 2 contains 4563 members Entering Unmasked Estep Score: -1113144.625000 Penalty: 950.083557 Iteration 19Q: 3 clusters Score -1113145 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30222 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -1113463.750000 Penalty: 950.083557 Iteration 20F: 3 clusters Score -1113464 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30740 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -1113765.375000 Penalty: 950.083557 Iteration 21Q: 3 clusters Score -1113765 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31211 members Mstep: Class 2 contains 3006 members Entering Unmasked Estep Score: -1114042.250000 Penalty: 950.083557 Iteration 22Q: 3 clusters Score -1114042 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31580 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -1114251.375000 Penalty: 950.083557 Iteration 23Q: 3 clusters Score -1114251 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31907 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -1114424.750000 Penalty: 950.083557 Iteration 24Q: 3 clusters Score -1114425 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32187 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -1114576.000000 Penalty: 950.083557 Iteration 25Q: 3 clusters Score -1114576 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32434 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -1114710.125000 Penalty: 950.083557 Iteration 26Q: 3 clusters Score -1114710 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32655 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -1114824.625000 Penalty: 950.083557 Iteration 27Q: 3 clusters Score -1114825 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32839 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -1114920.875000 Penalty: 950.083557 Iteration 28Q: 3 clusters Score -1114921 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32987 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -1114994.625000 Penalty: 950.083557 Iteration 29Q: 3 clusters Score -1114995 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33106 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -1115054.125000 Penalty: 950.083557 Iteration 30Q: 3 clusters Score -1115054 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33218 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -1115105.875000 Penalty: 950.083557 Iteration 31Q: 3 clusters Score -1115106 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33322 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1115149.500000 Penalty: 950.083557 Iteration 32Q: 3 clusters Score -1115150 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33407 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -1115183.625000 Penalty: 950.083557 Iteration 33Q: 3 clusters Score -1115184 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33479 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -1115214.375000 Penalty: 950.083557 Iteration 34Q: 3 clusters Score -1115214 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33539 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1115245.875000 Penalty: 950.083557 Iteration 35Q: 3 clusters Score -1115246 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33594 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -1115269.875000 Penalty: 950.083557 Iteration 36Q: 3 clusters Score -1115270 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33644 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1115293.000000 Penalty: 950.083557 Iteration 37Q: 3 clusters Score -1115293 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33682 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1115306.500000 Penalty: 950.083557 Iteration 38Q: 3 clusters Score -1115306 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33704 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1115316.625000 Penalty: 950.083557 Iteration 39Q: 3 clusters Score -1115317 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33727 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -1115330.250000 Penalty: 950.083557 Iteration 40F: 3 clusters Score -1115330 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33749 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -1115343.750000 Penalty: 950.083557 Iteration 41Q: 3 clusters Score -1115344 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33766 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1115353.375000 Penalty: 950.083557 Iteration 42Q: 3 clusters Score -1115353 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33785 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -1115363.000000 Penalty: 950.083557 Iteration 43Q: 3 clusters Score -1115363 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33807 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1115369.000000 Penalty: 950.083557 Iteration 44Q: 3 clusters Score -1115369 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33825 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -1115376.125000 Penalty: 950.083557 Iteration 45Q: 3 clusters Score -1115376 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33848 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -1115388.500000 Penalty: 950.083557 Iteration 46Q: 3 clusters Score -1115388 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33867 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1115402.125000 Penalty: 950.083557 Iteration 47Q: 3 clusters Score -1115402 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33881 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -1115407.000000 Penalty: 950.083557 Iteration 48Q: 3 clusters Score -1115407 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33890 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -1115414.250000 Penalty: 950.083557 Iteration 49Q: 3 clusters Score -1115414 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33902 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -1115420.750000 Penalty: 950.083557 Iteration 50Q: 3 clusters Score -1115421 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33911 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -1115423.750000 Penalty: 950.083557 Iteration 51Q: 3 clusters Score -1115424 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33912 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -1115427.000000 Penalty: 950.083557 Iteration 52Q: 3 clusters Score -1115427 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33918 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -1115427.875000 Penalty: 950.083557 Iteration 53Q: 3 clusters Score -1115428 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33923 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -1115426.875000 Penalty: 950.083557 Iteration 54Q: 3 clusters Score -1115427 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33928 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -1115429.375000 Penalty: 950.083557 Iteration 55Q: 3 clusters Score -1115429 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33934 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -1115433.125000 Penalty: 950.083557 Iteration 56Q: 3 clusters Score -1115433 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33940 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -1115435.250000 Penalty: 950.083557 Iteration 57Q: 3 clusters Score -1115435 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33943 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -1115435.000000 Penalty: 950.083557 Iteration 58Q: 3 clusters Score -1115435 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33947 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -1115438.375000 Penalty: 950.083557 Iteration 59Q: 3 clusters Score -1115438 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33951 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -1115439.125000 Penalty: 950.083557 Iteration 60F: 3 clusters Score -1115439 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33955 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1115440.000000 Penalty: 950.083557 Iteration 61Q: 3 clusters Score -1115440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33959 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -1115441.875000 Penalty: 950.083557 Iteration 62Q: 3 clusters Score -1115442 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33962 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1115442.750000 Penalty: 950.083557 Iteration 63Q: 3 clusters Score -1115443 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33964 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -1115443.375000 Penalty: 950.083557 Iteration 64Q: 3 clusters Score -1115443 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33965 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -1115443.000000 Penalty: 950.083557 Iteration 65Q: 3 clusters Score -1115443 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33966 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -1115443.500000 Penalty: 950.083557 Iteration 66Q: 3 clusters Score -1115444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33969 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -1115445.875000 Penalty: 950.083557 Iteration 67Q: 3 clusters Score -1115446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33970 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -1115446.750000 Penalty: 950.083557 Iteration 68Q: 3 clusters Score -1115447 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33971 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -1115446.750000 Penalty: 950.083557 Iteration 69Q: 3 clusters Score -1115447 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33972 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -1115447.750000 Penalty: 950.083557 Iteration 70Q: 3 clusters Score -1115448 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33973 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -1115448.375000 Penalty: 950.083557 Iteration 71Q: 3 clusters Score -1115448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33975 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -1115450.250000 Penalty: 950.083557 Iteration 72Q: 3 clusters Score -1115450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33978 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -1115453.250000 Penalty: 950.083557 Iteration 73Q: 3 clusters Score -1115453 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33981 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1115454.625000 Penalty: 950.083557 Iteration 74Q: 3 clusters Score -1115455 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33985 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -1115453.875000 Penalty: 950.083557 Iteration 75Q: 3 clusters Score -1115454 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33986 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1115455.250000 Penalty: 950.083557 Iteration 76Q: 3 clusters Score -1115455 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33988 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -1115455.250000 Penalty: 950.083557 Iteration 77Q: 3 clusters Score -1115455 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33989 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -1115455.500000 Penalty: 950.083557 Iteration 78Q: 3 clusters Score -1115456 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33989 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -1115455.500000 Penalty: 950.083557 Iteration 79F: 3 clusters Score -1115456 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (11088 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Entering Unmasked Estep Score: -380412.093750 Penalty: 423.769653 Iteration 0F: 2 clusters Score -380412.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 5554 members Entering Unmasked Estep Score: -373077.812500 Penalty: 847.539307 Iteration 0F: 3 clusters Score -373077.8 nChanged 5130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 5748 members Entering Unmasked Estep Score: -376047.906250 Penalty: 847.539307 Iteration 1F: 3 clusters Score -376047.9 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -376316.781250 Penalty: 847.539307 Iteration 2Q: 3 clusters Score -376316.8 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 5953 members Entering Unmasked Estep Score: -376652.031250 Penalty: 847.539307 Iteration 3F: 3 clusters Score -376652 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 6018 members Entering Unmasked Estep Score: -377053.250000 Penalty: 847.539307 Iteration 4F: 3 clusters Score -377053.2 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -377493.656250 Penalty: 847.539307 Iteration 5F: 3 clusters Score -377493.7 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5062 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -377912.593750 Penalty: 847.539307 Iteration 6F: 3 clusters Score -377912.6 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -378162.468750 Penalty: 847.539307 Iteration 7Q: 3 clusters Score -378162.5 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -378284.625000 Penalty: 847.539307 Iteration 8Q: 3 clusters Score -378284.6 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4987 members Mstep: Class 2 contains 6101 members Entering Unmasked Estep Score: -378329.093750 Penalty: 847.539307 Iteration 9Q: 3 clusters Score -378329.1 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -378346.812500 Penalty: 847.539307 Iteration 10Q: 3 clusters Score -378346.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4912 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -378357.750000 Penalty: 847.539307 Iteration 11Q: 3 clusters Score -378357.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4876 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -378365.218750 Penalty: 847.539307 Iteration 12Q: 3 clusters Score -378365.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4858 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -378372.500000 Penalty: 847.539307 Iteration 13Q: 3 clusters Score -378372.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4843 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -378378.406250 Penalty: 847.539307 Iteration 14Q: 3 clusters Score -378378.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 6263 members Entering Unmasked Estep Score: -378384.187500 Penalty: 847.539307 Iteration 15Q: 3 clusters Score -378384.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -378392.406250 Penalty: 847.539307 Iteration 16Q: 3 clusters Score -378392.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 6300 members Entering Unmasked Estep Score: -378402.312500 Penalty: 847.539307 Iteration 17Q: 3 clusters Score -378402.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4764 members Mstep: Class 2 contains 6324 members Entering Unmasked Estep Score: -378413.812500 Penalty: 847.539307 Iteration 18Q: 3 clusters Score -378413.8 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4750 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -378425.781250 Penalty: 847.539307 Iteration 19Q: 3 clusters Score -378425.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 6360 members Entering Unmasked Estep Score: -378439.000000 Penalty: 847.539307 Iteration 20F: 3 clusters Score -378439 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 6387 members Entering Unmasked Estep Score: -378457.187500 Penalty: 847.539307 Iteration 21Q: 3 clusters Score -378457.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4663 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -378477.875000 Penalty: 847.539307 Iteration 22Q: 3 clusters Score -378477.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -378494.031250 Penalty: 847.539307 Iteration 23Q: 3 clusters Score -378494 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -378515.312500 Penalty: 847.539307 Iteration 24Q: 3 clusters Score -378515.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4550 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -378535.468750 Penalty: 847.539307 Iteration 25Q: 3 clusters Score -378535.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 6570 members Entering Unmasked Estep Score: -378556.437500 Penalty: 847.539307 Iteration 26Q: 3 clusters Score -378556.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -378578.156250 Penalty: 847.539307 Iteration 27Q: 3 clusters Score -378578.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 6632 members Entering Unmasked Estep Score: -378605.687500 Penalty: 847.539307 Iteration 28Q: 3 clusters Score -378605.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 6678 members Entering Unmasked Estep Score: -378631.875000 Penalty: 847.539307 Iteration 29Q: 3 clusters Score -378631.9 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -378650.312500 Penalty: 847.539307 Iteration 30Q: 3 clusters Score -378650.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 6776 members Entering Unmasked Estep Score: -378665.656250 Penalty: 847.539307 Iteration 31Q: 3 clusters Score -378665.7 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4256 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -378679.406250 Penalty: 847.539307 Iteration 32Q: 3 clusters Score -378679.4 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4206 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -378695.031250 Penalty: 847.539307 Iteration 33Q: 3 clusters Score -378695 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -378711.406250 Penalty: 847.539307 Iteration 34Q: 3 clusters Score -378711.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -378727.062500 Penalty: 847.539307 Iteration 35Q: 3 clusters Score -378727.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3989 members Mstep: Class 2 contains 7099 members Entering Unmasked Estep Score: -378739.781250 Penalty: 847.539307 Iteration 36Q: 3 clusters Score -378739.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -378753.906250 Penalty: 847.539307 Iteration 37Q: 3 clusters Score -378753.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 7239 members Entering Unmasked Estep Score: -378765.187500 Penalty: 847.539307 Iteration 38Q: 3 clusters Score -378765.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -378777.625000 Penalty: 847.539307 Iteration 39Q: 3 clusters Score -378777.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -378790.656250 Penalty: 847.539307 Iteration 40F: 3 clusters Score -378790.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -378805.343750 Penalty: 847.539307 Iteration 41Q: 3 clusters Score -378805.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3586 members Mstep: Class 2 contains 7502 members Entering Unmasked Estep Score: -378821.343750 Penalty: 847.539307 Iteration 42Q: 3 clusters Score -378821.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -378838.718750 Penalty: 847.539307 Iteration 43Q: 3 clusters Score -378838.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -378852.531250 Penalty: 847.539307 Iteration 44Q: 3 clusters Score -378852.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 7724 members Entering Unmasked Estep Score: -378870.500000 Penalty: 847.539307 Iteration 45Q: 3 clusters Score -378870.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 7800 members Entering Unmasked Estep Score: -378888.000000 Penalty: 847.539307 Iteration 46Q: 3 clusters Score -378888 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3191 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -378908.593750 Penalty: 847.539307 Iteration 47Q: 3 clusters Score -378908.6 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 7991 members Entering Unmasked Estep Score: -378927.687500 Penalty: 847.539307 Iteration 48Q: 3 clusters Score -378927.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 8088 members Entering Unmasked Estep Score: -378950.937500 Penalty: 847.539307 Iteration 49Q: 3 clusters Score -378950.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 8186 members Entering Unmasked Estep Score: -378982.656250 Penalty: 847.539307 Iteration 50Q: 3 clusters Score -378982.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 8288 members Entering Unmasked Estep Score: -379013.875000 Penalty: 847.539307 Iteration 51Q: 3 clusters Score -379013.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 8395 members Entering Unmasked Estep Score: -379043.687500 Penalty: 847.539307 Iteration 52Q: 3 clusters Score -379043.7 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 8492 members Entering Unmasked Estep Score: -379071.500000 Penalty: 847.539307 Iteration 53Q: 3 clusters Score -379071.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2492 members Mstep: Class 2 contains 8596 members Entering Unmasked Estep Score: -379104.437500 Penalty: 847.539307 Iteration 54Q: 3 clusters Score -379104.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -379134.437500 Penalty: 847.539307 Iteration 55Q: 3 clusters Score -379134.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -379162.781250 Penalty: 847.539307 Iteration 56Q: 3 clusters Score -379162.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 8920 members Entering Unmasked Estep Score: -379201.093750 Penalty: 847.539307 Iteration 57Q: 3 clusters Score -379201.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -379247.156250 Penalty: 847.539307 Iteration 58Q: 3 clusters Score -379247.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -379302.718750 Penalty: 847.539307 Iteration 59Q: 3 clusters Score -379302.7 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 9318 members Entering Unmasked Estep Score: -379368.406250 Penalty: 847.539307 Iteration 60F: 3 clusters Score -379368.4 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 9457 members Entering Unmasked Estep Score: -379436.093750 Penalty: 847.539307 Iteration 61Q: 3 clusters Score -379436.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 9596 members Entering Unmasked Estep Score: -379506.500000 Penalty: 847.539307 Iteration 62Q: 3 clusters Score -379506.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 9728 members Entering Unmasked Estep Score: -379571.468750 Penalty: 847.539307 Iteration 63Q: 3 clusters Score -379571.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -379633.156250 Penalty: 847.539307 Iteration 64Q: 3 clusters Score -379633.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 9965 members Entering Unmasked Estep Score: -379696.562500 Penalty: 847.539307 Iteration 65Q: 3 clusters Score -379696.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 10073 members Entering Unmasked Estep Score: -379748.781250 Penalty: 847.539307 Iteration 66Q: 3 clusters Score -379748.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 10164 members Entering Unmasked Estep Score: -379786.125000 Penalty: 847.539307 Iteration 67Q: 3 clusters Score -379786.1 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 10242 members Entering Unmasked Estep Score: -379816.656250 Penalty: 847.539307 Iteration 68Q: 3 clusters Score -379816.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 10307 members Entering Unmasked Estep Score: -379845.718750 Penalty: 847.539307 Iteration 69Q: 3 clusters Score -379845.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 10374 members Entering Unmasked Estep Score: -379876.562500 Penalty: 847.539307 Iteration 70Q: 3 clusters Score -379876.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 10434 members Entering Unmasked Estep Score: -379899.531250 Penalty: 847.539307 Iteration 71Q: 3 clusters Score -379899.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 10487 members Entering Unmasked Estep Score: -379918.187500 Penalty: 847.539307 Iteration 72Q: 3 clusters Score -379918.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 10527 members Entering Unmasked Estep Score: -379931.375000 Penalty: 847.539307 Iteration 73Q: 3 clusters Score -379931.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 10569 members Entering Unmasked Estep Score: -379947.281250 Penalty: 847.539307 Iteration 74Q: 3 clusters Score -379947.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 10608 members Entering Unmasked Estep Score: -379960.531250 Penalty: 847.539307 Iteration 75Q: 3 clusters Score -379960.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 10637 members Entering Unmasked Estep Score: -379969.437500 Penalty: 847.539307 Iteration 76Q: 3 clusters Score -379969.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -379978.218750 Penalty: 847.539307 Iteration 77Q: 3 clusters Score -379978.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 10683 members Entering Unmasked Estep Score: -379988.281250 Penalty: 847.539307 Iteration 78Q: 3 clusters Score -379988.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 10705 members Entering Unmasked Estep Score: -379997.468750 Penalty: 847.539307 Iteration 79Q: 3 clusters Score -379997.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 10725 members Entering Unmasked Estep Score: -380007.187500 Penalty: 847.539307 Iteration 80F: 3 clusters Score -380007.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 10746 members Entering Unmasked Estep Score: -380013.625000 Penalty: 847.539307 Iteration 81Q: 3 clusters Score -380013.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 10763 members Entering Unmasked Estep Score: -380019.312500 Penalty: 847.539307 Iteration 82Q: 3 clusters Score -380019.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 10779 members Entering Unmasked Estep Score: -380026.843750 Penalty: 847.539307 Iteration 83Q: 3 clusters Score -380026.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 10789 members Entering Unmasked Estep Score: -380030.968750 Penalty: 847.539307 Iteration 84Q: 3 clusters Score -380031 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 10802 members Entering Unmasked Estep Score: -380037.968750 Penalty: 847.539307 Iteration 85Q: 3 clusters Score -380038 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 10815 members Entering Unmasked Estep Score: -380043.968750 Penalty: 847.539307 Iteration 86Q: 3 clusters Score -380044 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 10823 members Entering Unmasked Estep Score: -380046.781250 Penalty: 847.539307 Iteration 87Q: 3 clusters Score -380046.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 10829 members Entering Unmasked Estep Score: -380051.281250 Penalty: 847.539307 Iteration 88Q: 3 clusters Score -380051.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 10840 members Entering Unmasked Estep Score: -380057.093750 Penalty: 847.539307 Iteration 89Q: 3 clusters Score -380057.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 10847 members Entering Unmasked Estep Score: -380059.218750 Penalty: 847.539307 Iteration 90Q: 3 clusters Score -380059.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 10848 members Entering Unmasked Estep Score: -380059.562500 Penalty: 847.539307 Iteration 91Q: 3 clusters Score -380059.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 10849 members Entering Unmasked Estep Score: -380059.343750 Penalty: 847.539307 Iteration 92Q: 3 clusters Score -380059.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 10849 members Entering Unmasked Estep Score: -380059.343750 Penalty: 847.539307 Iteration 93F: 3 clusters Score -380059.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (655 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Entering Unmasked Estep Score: -24166.578125 Penalty: 295.050903 Iteration 0F: 2 clusters Score -24166.58 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -23598.648438 Penalty: 590.101807 Iteration 0F: 3 clusters Score -23598.65 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -23738.285156 Penalty: 590.101807 Iteration 1F: 3 clusters Score -23738.29 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -23763.048828 Penalty: 590.101807 Iteration 2F: 3 clusters Score -23763.05 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -23778.251953 Penalty: 590.101807 Iteration 3Q: 3 clusters Score -23778.25 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -23787.197266 Penalty: 590.101807 Iteration 4Q: 3 clusters Score -23787.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -23795.783203 Penalty: 590.101807 Iteration 5Q: 3 clusters Score -23795.78 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -23802.501953 Penalty: 590.101807 Iteration 6Q: 3 clusters Score -23802.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -23806.570312 Penalty: 590.101807 Iteration 7Q: 3 clusters Score -23806.57 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -23810.673828 Penalty: 590.101807 Iteration 8Q: 3 clusters Score -23810.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -23815.123047 Penalty: 590.101807 Iteration 9Q: 3 clusters Score -23815.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -23823.771484 Penalty: 590.101807 Iteration 10Q: 3 clusters Score -23823.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -23831.388672 Penalty: 590.101807 Iteration 11Q: 3 clusters Score -23831.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -23835.068359 Penalty: 590.101807 Iteration 12Q: 3 clusters Score -23835.07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23838.402344 Penalty: 590.101807 Iteration 13Q: 3 clusters Score -23838.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -23842.947266 Penalty: 590.101807 Iteration 14Q: 3 clusters Score -23842.95 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -23848.115234 Penalty: 590.101807 Iteration 15Q: 3 clusters Score -23848.12 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -23851.441406 Penalty: 590.101807 Iteration 16Q: 3 clusters Score -23851.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -23852.892578 Penalty: 590.101807 Iteration 17Q: 3 clusters Score -23852.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -23854.880859 Penalty: 590.101807 Iteration 18Q: 3 clusters Score -23854.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -23855.498047 Penalty: 590.101807 Iteration 19Q: 3 clusters Score -23855.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -23855.498047 Penalty: 590.101807 Iteration 20F: 3 clusters Score -23855.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (493 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Entering Unmasked Estep Score: -16045.325195 Penalty: 282.123169 Iteration 0F: 2 clusters Score -16045.33 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -15558.833984 Penalty: 564.246338 Iteration 0F: 3 clusters Score -15558.83 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -15698.654297 Penalty: 564.246338 Iteration 1F: 3 clusters Score -15698.65 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15731.287109 Penalty: 564.246338 Iteration 2F: 3 clusters Score -15731.29 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -15742.342773 Penalty: 564.246338 Iteration 3Q: 3 clusters Score -15742.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -15747.723633 Penalty: 564.246338 Iteration 4Q: 3 clusters Score -15747.72 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -15750.000977 Penalty: 564.246338 Iteration 5Q: 3 clusters Score -15750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -15750.708984 Penalty: 564.246338 Iteration 6Q: 3 clusters Score -15750.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -15751.129883 Penalty: 564.246338 Iteration 7Q: 3 clusters Score -15751.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -15751.304688 Penalty: 564.246338 Iteration 8Q: 3 clusters Score -15751.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -15751.304688 Penalty: 564.246338 Iteration 9F: 3 clusters Score -15751.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Entering Unmasked Estep Score: -19634.652344 Penalty: 301.152618 Iteration 0F: 2 clusters Score -19634.65 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -18980.951172 Penalty: 602.305237 Iteration 0F: 3 clusters Score -18980.95 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -19181.361328 Penalty: 602.305237 Iteration 1F: 3 clusters Score -19181.36 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -19218.570312 Penalty: 602.305237 Iteration 2F: 3 clusters Score -19218.57 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -19244.312500 Penalty: 602.305237 Iteration 3Q: 3 clusters Score -19244.31 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -19267.992188 Penalty: 602.305237 Iteration 4Q: 3 clusters Score -19267.99 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -19300.628906 Penalty: 602.305237 Iteration 5F: 3 clusters Score -19300.63 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -19324.351562 Penalty: 602.305237 Iteration 6Q: 3 clusters Score -19324.35 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -19347.482422 Penalty: 602.305237 Iteration 7Q: 3 clusters Score -19347.48 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -19387.851562 Penalty: 602.305237 Iteration 8Q: 3 clusters Score -19387.85 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -19418.851562 Penalty: 602.305237 Iteration 9Q: 3 clusters Score -19418.85 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -19436.513672 Penalty: 602.305237 Iteration 10Q: 3 clusters Score -19436.51 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -19449.214844 Penalty: 602.305237 Iteration 11Q: 3 clusters Score -19449.21 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -19461.757812 Penalty: 602.305237 Iteration 12Q: 3 clusters Score -19461.76 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -19473.359375 Penalty: 602.305237 Iteration 13Q: 3 clusters Score -19473.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -19483.867188 Penalty: 602.305237 Iteration 14Q: 3 clusters Score -19483.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -19489.228516 Penalty: 602.305237 Iteration 15Q: 3 clusters Score -19489.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -19493.535156 Penalty: 602.305237 Iteration 16Q: 3 clusters Score -19493.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -19499.087891 Penalty: 602.305237 Iteration 17Q: 3 clusters Score -19499.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -19507.875000 Penalty: 602.305237 Iteration 18Q: 3 clusters Score -19507.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -19518.537109 Penalty: 602.305237 Iteration 19Q: 3 clusters Score -19518.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -19521.392578 Penalty: 602.305237 Iteration 20F: 3 clusters Score -19521.39 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -19523.169922 Penalty: 602.305237 Iteration 21Q: 3 clusters Score -19523.17 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -19523.169922 Penalty: 602.305237 Iteration 22F: 3 clusters Score -19523.17 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (15592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15592 members Entering Unmasked Estep Score: -505117.062500 Penalty: 439.280365 Iteration 0F: 2 clusters Score -505117.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -494788.906250 Penalty: 878.560730 Iteration 0F: 3 clusters Score -494788.9 nChanged 7344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7701 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -499005.250000 Penalty: 878.560730 Iteration 1F: 3 clusters Score -499005.2 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7712 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -499489.906250 Penalty: 878.560730 Iteration 2F: 3 clusters Score -499489.9 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7681 members Mstep: Class 2 contains 7911 members Entering Unmasked Estep Score: -500058.687500 Penalty: 878.560730 Iteration 3F: 3 clusters Score -500058.7 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7644 members Mstep: Class 2 contains 7948 members Entering Unmasked Estep Score: -500691.375000 Penalty: 878.560730 Iteration 4F: 3 clusters Score -500691.4 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7606 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -501331.406250 Penalty: 878.560730 Iteration 5F: 3 clusters Score -501331.4 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 8014 members Entering Unmasked Estep Score: -501919.437500 Penalty: 878.560730 Iteration 6F: 3 clusters Score -501919.4 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -502418.625000 Penalty: 878.560730 Iteration 7F: 3 clusters Score -502418.6 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7625 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -502725.562500 Penalty: 878.560730 Iteration 8Q: 3 clusters Score -502725.6 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7652 members Mstep: Class 2 contains 7940 members Entering Unmasked Estep Score: -502869.406250 Penalty: 878.560730 Iteration 9Q: 3 clusters Score -502869.4 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7657 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -502931.812500 Penalty: 878.560730 Iteration 10Q: 3 clusters Score -502931.8 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7678 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -502968.312500 Penalty: 878.560730 Iteration 11Q: 3 clusters Score -502968.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 7897 members Entering Unmasked Estep Score: -502992.468750 Penalty: 878.560730 Iteration 12Q: 3 clusters Score -502992.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 7888 members Entering Unmasked Estep Score: -503013.156250 Penalty: 878.560730 Iteration 13Q: 3 clusters Score -503013.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 7859 members Entering Unmasked Estep Score: -503035.125000 Penalty: 878.560730 Iteration 14Q: 3 clusters Score -503035.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7755 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -503053.406250 Penalty: 878.560730 Iteration 15Q: 3 clusters Score -503053.4 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7775 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -503074.062500 Penalty: 878.560730 Iteration 16Q: 3 clusters Score -503074.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7788 members Mstep: Class 2 contains 7804 members Entering Unmasked Estep Score: -503093.000000 Penalty: 878.560730 Iteration 17Q: 3 clusters Score -503093 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7796 members Mstep: Class 2 contains 7796 members Entering Unmasked Estep Score: -503107.031250 Penalty: 878.560730 Iteration 18Q: 3 clusters Score -503107 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 7783 members Entering Unmasked Estep Score: -503119.562500 Penalty: 878.560730 Iteration 19Q: 3 clusters Score -503119.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7829 members Mstep: Class 2 contains 7763 members Entering Unmasked Estep Score: -503129.656250 Penalty: 878.560730 Iteration 20F: 3 clusters Score -503129.7 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7874 members Mstep: Class 2 contains 7718 members Entering Unmasked Estep Score: -503142.093750 Penalty: 878.560730 Iteration 21Q: 3 clusters Score -503142.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7921 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -503153.281250 Penalty: 878.560730 Iteration 22Q: 3 clusters Score -503153.3 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 7632 members Entering Unmasked Estep Score: -503163.125000 Penalty: 878.560730 Iteration 23Q: 3 clusters Score -503163.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -503169.781250 Penalty: 878.560730 Iteration 24Q: 3 clusters Score -503169.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8062 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -503176.625000 Penalty: 878.560730 Iteration 25Q: 3 clusters Score -503176.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8119 members Mstep: Class 2 contains 7473 members Entering Unmasked Estep Score: -503182.687500 Penalty: 878.560730 Iteration 26Q: 3 clusters Score -503182.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 7433 members Entering Unmasked Estep Score: -503188.687500 Penalty: 878.560730 Iteration 27Q: 3 clusters Score -503188.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -503190.156250 Penalty: 878.560730 Iteration 28Q: 3 clusters Score -503190.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 7369 members Entering Unmasked Estep Score: -503192.812500 Penalty: 878.560730 Iteration 29Q: 3 clusters Score -503192.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8253 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -503194.281250 Penalty: 878.560730 Iteration 30Q: 3 clusters Score -503194.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8286 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -503199.062500 Penalty: 878.560730 Iteration 31Q: 3 clusters Score -503199.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8313 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -503200.656250 Penalty: 878.560730 Iteration 32Q: 3 clusters Score -503200.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8333 members Mstep: Class 2 contains 7259 members Entering Unmasked Estep Score: -503203.562500 Penalty: 878.560730 Iteration 33Q: 3 clusters Score -503203.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 7242 members Entering Unmasked Estep Score: -503206.781250 Penalty: 878.560730 Iteration 34Q: 3 clusters Score -503206.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8371 members Mstep: Class 2 contains 7221 members Entering Unmasked Estep Score: -503208.062500 Penalty: 878.560730 Iteration 35Q: 3 clusters Score -503208.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8394 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -503211.687500 Penalty: 878.560730 Iteration 36Q: 3 clusters Score -503211.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 7180 members Entering Unmasked Estep Score: -503212.156250 Penalty: 878.560730 Iteration 37Q: 3 clusters Score -503212.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8420 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -503211.343750 Penalty: 878.560730 Iteration 38Q: 3 clusters Score -503211.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8431 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -503211.500000 Penalty: 878.560730 Iteration 39Q: 3 clusters Score -503211.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8447 members Mstep: Class 2 contains 7145 members Entering Unmasked Estep Score: -503213.156250 Penalty: 878.560730 Iteration 40F: 3 clusters Score -503213.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 7130 members Entering Unmasked Estep Score: -503212.562500 Penalty: 878.560730 Iteration 41Q: 3 clusters Score -503212.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -503215.875000 Penalty: 878.560730 Iteration 42Q: 3 clusters Score -503215.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -503217.843750 Penalty: 878.560730 Iteration 43Q: 3 clusters Score -503217.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -503223.625000 Penalty: 878.560730 Iteration 44Q: 3 clusters Score -503223.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8587 members Mstep: Class 2 contains 7005 members Entering Unmasked Estep Score: -503226.781250 Penalty: 878.560730 Iteration 45Q: 3 clusters Score -503226.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8619 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -503228.125000 Penalty: 878.560730 Iteration 46Q: 3 clusters Score -503228.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8649 members Mstep: Class 2 contains 6943 members Entering Unmasked Estep Score: -503230.781250 Penalty: 878.560730 Iteration 47Q: 3 clusters Score -503230.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -503234.906250 Penalty: 878.560730 Iteration 48Q: 3 clusters Score -503234.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8710 members Mstep: Class 2 contains 6882 members Entering Unmasked Estep Score: -503238.343750 Penalty: 878.560730 Iteration 49Q: 3 clusters Score -503238.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 6841 members Entering Unmasked Estep Score: -503243.875000 Penalty: 878.560730 Iteration 50Q: 3 clusters Score -503243.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8799 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -503248.593750 Penalty: 878.560730 Iteration 51Q: 3 clusters Score -503248.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8843 members Mstep: Class 2 contains 6749 members Entering Unmasked Estep Score: -503250.656250 Penalty: 878.560730 Iteration 52Q: 3 clusters Score -503250.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8884 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -503254.187500 Penalty: 878.560730 Iteration 53Q: 3 clusters Score -503254.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8934 members Mstep: Class 2 contains 6658 members Entering Unmasked Estep Score: -503259.562500 Penalty: 878.560730 Iteration 54Q: 3 clusters Score -503259.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Mstep: Class 2 contains 6603 members Entering Unmasked Estep Score: -503264.531250 Penalty: 878.560730 Iteration 55Q: 3 clusters Score -503264.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9043 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -503270.531250 Penalty: 878.560730 Iteration 56Q: 3 clusters Score -503270.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 6482 members Entering Unmasked Estep Score: -503272.906250 Penalty: 878.560730 Iteration 57Q: 3 clusters Score -503272.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9165 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -503279.312500 Penalty: 878.560730 Iteration 58Q: 3 clusters Score -503279.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -503282.000000 Penalty: 878.560730 Iteration 59Q: 3 clusters Score -503282 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9282 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -503287.750000 Penalty: 878.560730 Iteration 60F: 3 clusters Score -503287.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9346 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -503294.125000 Penalty: 878.560730 Iteration 61Q: 3 clusters Score -503294.1 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9433 members Mstep: Class 2 contains 6159 members Entering Unmasked Estep Score: -503304.687500 Penalty: 878.560730 Iteration 62Q: 3 clusters Score -503304.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9519 members Mstep: Class 2 contains 6073 members Entering Unmasked Estep Score: -503319.375000 Penalty: 878.560730 Iteration 63Q: 3 clusters Score -503319.4 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -503332.312500 Penalty: 878.560730 Iteration 64Q: 3 clusters Score -503332.3 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 5860 members Entering Unmasked Estep Score: -503349.375000 Penalty: 878.560730 Iteration 65Q: 3 clusters Score -503349.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9834 members Mstep: Class 2 contains 5758 members Entering Unmasked Estep Score: -503363.156250 Penalty: 878.560730 Iteration 66Q: 3 clusters Score -503363.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -503379.750000 Penalty: 878.560730 Iteration 67Q: 3 clusters Score -503379.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10048 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -503396.312500 Penalty: 878.560730 Iteration 68Q: 3 clusters Score -503396.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -503413.687500 Penalty: 878.560730 Iteration 69Q: 3 clusters Score -503413.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10282 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -503431.843750 Penalty: 878.560730 Iteration 70Q: 3 clusters Score -503431.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 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contains 0 members Mstep: Class 1 contains 10779 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -503500.125000 Penalty: 878.560730 Iteration 75Q: 3 clusters Score -503500.1 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10888 members Mstep: Class 2 contains 4704 members Entering Unmasked Estep Score: -503515.593750 Penalty: 878.560730 Iteration 76Q: 3 clusters Score -503515.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -503535.781250 Penalty: 878.560730 Iteration 77Q: 3 clusters Score -503535.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11156 members Mstep: Class 2 contains 4436 members Entering Unmasked Estep Score: -503564.781250 Penalty: 878.560730 Iteration 78Q: 3 clusters Score -503564.8 nChanged 144 Entering Unmasked Mstep 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nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12387 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -503819.375000 Penalty: 878.560730 Iteration 87Q: 3 clusters Score -503819.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12532 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -503851.312500 Penalty: 878.560730 Iteration 88Q: 3 clusters Score -503851.3 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12655 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -503877.406250 Penalty: 878.560730 Iteration 89Q: 3 clusters Score -503877.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12773 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -503904.906250 Penalty: 878.560730 Iteration 90Q: 3 clusters 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878.560730 Iteration 98Q: 3 clusters Score -504234.1 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14002 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -504284.281250 Penalty: 878.560730 Iteration 99Q: 3 clusters Score -504284.3 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14139 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -504334.125000 Penalty: 878.560730 Iteration 100F: 3 clusters Score -504334.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14278 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -504392.281250 Penalty: 878.560730 Iteration 101Q: 3 clusters Score -504392.3 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14414 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -504450.625000 Penalty: 878.560730 Iteration 102Q: 3 clusters Score -504450.6 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14534 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -504501.843750 Penalty: 878.560730 Iteration 103Q: 3 clusters Score -504501.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14641 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -504548.406250 Penalty: 878.560730 Iteration 104Q: 3 clusters Score -504548.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14756 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -504608.625000 Penalty: 878.560730 Iteration 105Q: 3 clusters Score -504608.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14863 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -504658.281250 Penalty: 878.560730 Iteration 106Q: 3 clusters Score -504658.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14958 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -504705.625000 Penalty: 878.560730 Iteration 107Q: 3 clusters Score -504705.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15030 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -504740.812500 Penalty: 878.560730 Iteration 108Q: 3 clusters Score -504740.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15099 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -504771.156250 Penalty: 878.560730 Iteration 109Q: 3 clusters Score -504771.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15150 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -504802.875000 Penalty: 878.560730 Iteration 110Q: 3 clusters Score -504802.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -504843.750000 Penalty: 878.560730 Iteration 111Q: 3 clusters Score -504843.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15230 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -504885.218750 Penalty: 878.560730 Iteration 112Q: 3 clusters Score -504885.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15252 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -504905.875000 Penalty: 878.560730 Iteration 113Q: 3 clusters Score -504905.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15275 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -504927.718750 Penalty: 878.560730 Iteration 114Q: 3 clusters Score -504927.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15293 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -504942.937500 Penalty: 878.560730 Iteration 115Q: 3 clusters Score -504942.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15298 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -504946.000000 Penalty: 878.560730 Iteration 116Q: 3 clusters Score -504946 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15303 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -504950.531250 Penalty: 878.560730 Iteration 117Q: 3 clusters Score -504950.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15311 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -504955.125000 Penalty: 878.560730 Iteration 118Q: 3 clusters Score -504955.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15319 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -504958.875000 Penalty: 878.560730 Iteration 119Q: 3 clusters Score -504958.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15327 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -504963.250000 Penalty: 878.560730 Iteration 120F: 3 clusters Score -504963.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15331 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -504964.500000 Penalty: 878.560730 Iteration 121Q: 3 clusters Score -504964.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15334 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -504964.406250 Penalty: 878.560730 Iteration 122Q: 3 clusters Score -504964.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -504964.718750 Penalty: 878.560730 Iteration 123Q: 3 clusters Score -504964.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15335 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -504964.718750 Penalty: 878.560730 Iteration 124F: 3 clusters Score -504964.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (11402 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11402 members Entering Unmasked Estep Score: -343207.718750 Penalty: 425.040253 Iteration 0F: 2 clusters Score -343207.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5683 members Mstep: Class 2 contains 5719 members Entering Unmasked Estep Score: -335674.875000 Penalty: 850.080505 Iteration 0F: 3 clusters Score -335674.9 nChanged 5292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 6271 members Entering Unmasked Estep Score: -338946.468750 Penalty: 850.080505 Iteration 1F: 3 clusters Score -338946.5 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -339426.531250 Penalty: 850.080505 Iteration 2F: 3 clusters Score -339426.5 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 6987 members Entering Unmasked Estep Score: -339977.250000 Penalty: 850.080505 Iteration 3F: 3 clusters Score -339977.2 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 7334 members Entering Unmasked Estep Score: -340501.781250 Penalty: 850.080505 Iteration 4F: 3 clusters Score -340501.8 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 7634 members Entering Unmasked Estep Score: -340981.593750 Penalty: 850.080505 Iteration 5F: 3 clusters Score -340981.6 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -341413.656250 Penalty: 850.080505 Iteration 6F: 3 clusters Score -341413.7 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 8031 members Entering Unmasked Estep Score: -341850.437500 Penalty: 850.080505 Iteration 7Q: 3 clusters Score -341850.4 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 8161 members Entering Unmasked Estep Score: -342169.437500 Penalty: 850.080505 Iteration 8Q: 3 clusters Score -342169.4 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 8305 members Entering Unmasked Estep Score: -342421.156250 Penalty: 850.080505 Iteration 9Q: 3 clusters Score -342421.2 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2946 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -342567.906250 Penalty: 850.080505 Iteration 10Q: 3 clusters Score -342567.9 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -342655.343750 Penalty: 850.080505 Iteration 11Q: 3 clusters Score -342655.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -342721.312500 Penalty: 850.080505 Iteration 12Q: 3 clusters Score -342721.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 8830 members Entering Unmasked Estep Score: -342781.531250 Penalty: 850.080505 Iteration 13Q: 3 clusters Score -342781.5 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 8926 members Entering Unmasked Estep Score: -342825.718750 Penalty: 850.080505 Iteration 14Q: 3 clusters Score -342825.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 9012 members Entering Unmasked Estep Score: -342858.250000 Penalty: 850.080505 Iteration 15Q: 3 clusters Score -342858.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 9092 members Entering Unmasked Estep Score: -342885.125000 Penalty: 850.080505 Iteration 16Q: 3 clusters Score -342885.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -342904.937500 Penalty: 850.080505 Iteration 17Q: 3 clusters Score -342904.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 9223 members Entering Unmasked Estep Score: -342922.187500 Penalty: 850.080505 Iteration 18Q: 3 clusters Score -342922.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 9281 members Entering Unmasked Estep Score: -342936.343750 Penalty: 850.080505 Iteration 19Q: 3 clusters Score -342936.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 9319 members Entering Unmasked Estep Score: -342943.218750 Penalty: 850.080505 Iteration 20F: 3 clusters Score -342943.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 9356 members Entering Unmasked Estep Score: -342949.812500 Penalty: 850.080505 Iteration 21Q: 3 clusters Score -342949.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 9388 members Entering Unmasked Estep Score: -342954.625000 Penalty: 850.080505 Iteration 22Q: 3 clusters Score -342954.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1981 members Mstep: Class 2 contains 9421 members Entering Unmasked Estep Score: -342960.968750 Penalty: 850.080505 Iteration 23Q: 3 clusters Score -342961 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 9453 members Entering Unmasked Estep Score: -342967.250000 Penalty: 850.080505 Iteration 24Q: 3 clusters Score -342967.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 9478 members Entering Unmasked Estep Score: -342970.312500 Penalty: 850.080505 Iteration 25Q: 3 clusters Score -342970.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 9506 members Entering Unmasked Estep Score: -342975.031250 Penalty: 850.080505 Iteration 26Q: 3 clusters Score -342975 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 9525 members Entering Unmasked Estep Score: -342976.468750 Penalty: 850.080505 Iteration 27Q: 3 clusters Score -342976.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 9541 members Entering Unmasked Estep Score: -342977.843750 Penalty: 850.080505 Iteration 28Q: 3 clusters Score -342977.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Mstep: Class 2 contains 9551 members Entering Unmasked Estep Score: -342979.187500 Penalty: 850.080505 Iteration 29Q: 3 clusters Score -342979.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 9563 members Entering Unmasked Estep Score: -342979.906250 Penalty: 850.080505 Iteration 30Q: 3 clusters Score -342979.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 9577 members Entering Unmasked Estep Score: -342982.343750 Penalty: 850.080505 Iteration 31Q: 3 clusters Score -342982.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 9594 members Entering Unmasked Estep Score: -342984.593750 Penalty: 850.080505 Iteration 32Q: 3 clusters Score -342984.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -342989.218750 Penalty: 850.080505 Iteration 33Q: 3 clusters Score -342989.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -342993.312500 Penalty: 850.080505 Iteration 34Q: 3 clusters Score -342993.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 9662 members Entering Unmasked Estep Score: -342995.031250 Penalty: 850.080505 Iteration 35Q: 3 clusters Score -342995 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 9680 members Entering Unmasked Estep Score: -342997.093750 Penalty: 850.080505 Iteration 36Q: 3 clusters Score -342997.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 9697 members Entering Unmasked Estep Score: -342999.062500 Penalty: 850.080505 Iteration 37Q: 3 clusters Score -342999.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -343001.062500 Penalty: 850.080505 Iteration 38Q: 3 clusters Score -343001.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 9717 members Entering Unmasked Estep Score: -343001.468750 Penalty: 850.080505 Iteration 39Q: 3 clusters Score -343001.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 9725 members Entering Unmasked Estep Score: -343002.937500 Penalty: 850.080505 Iteration 40F: 3 clusters Score -343002.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 9735 members Entering Unmasked Estep Score: -343002.843750 Penalty: 850.080505 Iteration 41Q: 3 clusters Score -343002.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -343003.343750 Penalty: 850.080505 Iteration 42Q: 3 clusters Score -343003.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 9750 members Entering Unmasked Estep Score: -343003.218750 Penalty: 850.080505 Iteration 43Q: 3 clusters Score -343003.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 9755 members Entering Unmasked Estep Score: -343004.125000 Penalty: 850.080505 Iteration 44Q: 3 clusters Score -343004.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 9758 members Entering Unmasked Estep Score: -343004.593750 Penalty: 850.080505 Iteration 45Q: 3 clusters Score -343004.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -343004.687500 Penalty: 850.080505 Iteration 46Q: 3 clusters Score -343004.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 9769 members Entering Unmasked Estep Score: -343005.031250 Penalty: 850.080505 Iteration 47Q: 3 clusters Score -343005 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 9774 members Entering Unmasked Estep Score: -343004.906250 Penalty: 850.080505 Iteration 48Q: 3 clusters Score -343004.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 9779 members Entering Unmasked Estep Score: -343004.468750 Penalty: 850.080505 Iteration 49Q: 3 clusters Score -343004.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 9785 members Entering Unmasked Estep Score: -343005.187500 Penalty: 850.080505 Iteration 50Q: 3 clusters Score -343005.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -343005.968750 Penalty: 850.080505 Iteration 51Q: 3 clusters Score -343006 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -343006.531250 Penalty: 850.080505 Iteration 52Q: 3 clusters Score -343006.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 9807 members Entering Unmasked Estep Score: -343006.062500 Penalty: 850.080505 Iteration 53Q: 3 clusters Score -343006.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 9814 members Entering Unmasked Estep Score: -343007.718750 Penalty: 850.080505 Iteration 54Q: 3 clusters Score -343007.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -343008.062500 Penalty: 850.080505 Iteration 55Q: 3 clusters Score -343008.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 9829 members Entering Unmasked Estep Score: -343008.906250 Penalty: 850.080505 Iteration 56Q: 3 clusters Score -343008.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 9838 members Entering Unmasked Estep Score: -343010.000000 Penalty: 850.080505 Iteration 57Q: 3 clusters Score -343010 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 9850 members Entering Unmasked Estep Score: -343012.375000 Penalty: 850.080505 Iteration 58Q: 3 clusters Score -343012.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 9860 members Entering Unmasked Estep Score: -343012.750000 Penalty: 850.080505 Iteration 59Q: 3 clusters Score -343012.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 9870 members Entering Unmasked Estep Score: -343013.500000 Penalty: 850.080505 Iteration 60F: 3 clusters Score -343013.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 9878 members Entering Unmasked Estep Score: -343014.125000 Penalty: 850.080505 Iteration 61Q: 3 clusters Score -343014.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -343015.843750 Penalty: 850.080505 Iteration 62Q: 3 clusters Score -343015.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 9899 members Entering Unmasked Estep Score: -343016.281250 Penalty: 850.080505 Iteration 63Q: 3 clusters Score -343016.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 9908 members Entering Unmasked Estep Score: -343016.906250 Penalty: 850.080505 Iteration 64Q: 3 clusters Score -343016.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 9911 members Entering Unmasked Estep Score: -343018.000000 Penalty: 850.080505 Iteration 65Q: 3 clusters Score -343018 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -343017.937500 Penalty: 850.080505 Iteration 66Q: 3 clusters Score -343017.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Mstep: Class 2 contains 9916 members Entering Unmasked Estep Score: -343018.281250 Penalty: 850.080505 Iteration 67Q: 3 clusters Score -343018.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 9917 members Entering Unmasked Estep Score: -343018.968750 Penalty: 850.080505 Iteration 68Q: 3 clusters Score -343019 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 9919 members Entering Unmasked Estep Score: -343018.500000 Penalty: 850.080505 Iteration 69Q: 3 clusters Score -343018.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 9924 members Entering Unmasked Estep Score: -343018.875000 Penalty: 850.080505 Iteration 70Q: 3 clusters Score -343018.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -343019.125000 Penalty: 850.080505 Iteration 71Q: 3 clusters Score -343019.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -343018.531250 Penalty: 850.080505 Iteration 72Q: 3 clusters Score -343018.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 9933 members Entering Unmasked Estep Score: -343019.093750 Penalty: 850.080505 Iteration 73Q: 3 clusters Score -343019.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -343019.437500 Penalty: 850.080505 Iteration 74Q: 3 clusters Score -343019.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 9934 members Entering Unmasked Estep Score: -343019.437500 Penalty: 850.080505 Iteration 75F: 3 clusters Score -343019.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1302 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Entering Unmasked Estep Score: -39119.843750 Penalty: 326.310364 Iteration 0F: 2 clusters Score -39119.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -38158.460938 Penalty: 652.620728 Iteration 0F: 3 clusters Score -38158.46 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -38487.718750 Penalty: 652.620728 Iteration 1F: 3 clusters Score -38487.72 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -38546.296875 Penalty: 652.620728 Iteration 2F: 3 clusters Score -38546.3 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -38576.867188 Penalty: 652.620728 Iteration 3Q: 3 clusters Score -38576.87 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -38591.027344 Penalty: 652.620728 Iteration 4Q: 3 clusters Score -38591.03 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -38597.355469 Penalty: 652.620728 Iteration 5Q: 3 clusters Score -38597.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -38604.855469 Penalty: 652.620728 Iteration 6Q: 3 clusters Score -38604.86 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -38611.343750 Penalty: 652.620728 Iteration 7Q: 3 clusters Score -38611.34 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -38615.996094 Penalty: 652.620728 Iteration 8Q: 3 clusters Score -38616 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -38627.675781 Penalty: 652.620728 Iteration 9Q: 3 clusters Score -38627.68 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -38638.589844 Penalty: 652.620728 Iteration 10Q: 3 clusters Score -38638.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -38647.839844 Penalty: 652.620728 Iteration 11Q: 3 clusters Score -38647.84 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -38665.734375 Penalty: 652.620728 Iteration 12Q: 3 clusters Score -38665.73 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -38684.804688 Penalty: 652.620728 Iteration 13Q: 3 clusters Score -38684.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -38713.656250 Penalty: 652.620728 Iteration 14Q: 3 clusters Score -38713.66 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1047 members Entering Unmasked Estep Score: -38746.085938 Penalty: 652.620728 Iteration 15Q: 3 clusters Score -38746.09 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -38768.925781 Penalty: 652.620728 Iteration 16Q: 3 clusters Score -38768.93 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -38793.859375 Penalty: 652.620728 Iteration 17Q: 3 clusters Score -38793.86 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -38810.773438 Penalty: 652.620728 Iteration 18Q: 3 clusters Score -38810.77 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -38827.003906 Penalty: 652.620728 Iteration 19Q: 3 clusters Score -38827 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -38839.128906 Penalty: 652.620728 Iteration 20F: 3 clusters Score -38839.13 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -38847.839844 Penalty: 652.620728 Iteration 21Q: 3 clusters Score -38847.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -38857.070312 Penalty: 652.620728 Iteration 22Q: 3 clusters Score -38857.07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -38863.652344 Penalty: 652.620728 Iteration 23Q: 3 clusters Score -38863.65 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -38867.585938 Penalty: 652.620728 Iteration 24Q: 3 clusters Score -38867.59 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -38872.726562 Penalty: 652.620728 Iteration 25Q: 3 clusters Score -38872.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -38875.890625 Penalty: 652.620728 Iteration 26Q: 3 clusters Score -38875.89 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -38881.488281 Penalty: 652.620728 Iteration 27Q: 3 clusters Score -38881.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -38888.839844 Penalty: 652.620728 Iteration 28Q: 3 clusters Score -38888.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -38893.789062 Penalty: 652.620728 Iteration 29Q: 3 clusters Score -38893.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -38905.718750 Penalty: 652.620728 Iteration 30Q: 3 clusters Score -38905.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -38909.066406 Penalty: 652.620728 Iteration 31Q: 3 clusters Score -38909.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -38913.605469 Penalty: 652.620728 Iteration 32Q: 3 clusters Score -38913.61 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -38916.046875 Penalty: 652.620728 Iteration 33Q: 3 clusters Score -38916.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -38917.273438 Penalty: 652.620728 Iteration 34Q: 3 clusters Score -38917.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -38917.273438 Penalty: 652.620728 Iteration 35F: 3 clusters Score -38917.27 nChanged 0 21->12 Clusters: Score -2383500.250000, best is -2383193.250000 THE BEST YET! Main iterations: 229 (time per=281.177971ms) Total iterations: 2984 (time per=21.578336ms) Iterations metric 2: 6368140288.000000 (time per=10.111234ns) Iterations metric 3: 76417507328.000000 (time per=842.604758ps) That took 64.389755 seconds.